{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the trained model \n",
    "model = torch.load('./CFExp/weights.pt')\n",
    "# Set the model to evaluate mode\n",
    "model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read the log file using pandas into a dataframe\n",
    "df = pd.read_csv('./CFExp/log.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training and testing loss, f1_score and auroc values for the model trained on the CrackForest dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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msFhw6p4fA5KEyWv/DE1MjNJNIiIiIiKiIMFRKMeQq7sbp39yLxz19Zjy979BN3Wq0k0iIiIiIqIgwgA3RoTTieoHH0JPSQmSn38O+vx8pZtERERERERBhl0ox4AQAvX/9zfo2LED5kcfRcQVVyjdJCIiIiIiCkKswI2B5tdfR8vbbyPmjjsQ8/3VSjeHiIiIiMYRIQTsvT3oamtDV1sruqzys627C4boGESY4hERFwdjVAwk1cSu3wghYO/phsNuh8vhgNNhh9PhgNPe79lvvvthd8DlsJ95W4f9DNvLzy6HHQ6HvA/P/PPBADfK2j7+GA3P/gHhy5ch/qEHlW4OEREREQUBp8OBbmubN4z1f+72m26Dw9Z7zn2q1BqEm0zuQBc/4Dk8NhZqjXYMPt3oEC4XOtta0WFpQntzE9otFnQ0N6Hd0oSOFgs6LBa0NzfBabeP2HuqtVqoNVqoNRr3a43ftEqjhUargU6vH3Q9vPbOsN9TEkKM2AcYjoKCAlFUVKTIe4+VzsJCnL7rRwjNy8Xk116DKiRE6SYREVGAaWuoR3NNFSZl5UCj0yndHCIaJUII9HR2yOGrrQ1d1la5YjbguQ3dba3o6ewYdD8qtQZhkZEIi4hyP0dCHxmFsIhIhEVG+S3ThYaho8UCa1MDrI2N7ucG73NnS7P/ziUJRm/FbrCQFwdtSOgY/LQGcjmd6GhpdgeyvmDW3mzxBrbOlma4nE6/7dQaDYyxJoTHmGCMiUV4rAn6iEioNVpotFqozhC8Bk5r3YFMA41Gflap1ZAk6YI+lyRJe4QQBcPahgFudPRWVODkqu9BYzJh6ttvQR0VpXSTiIgoAHR3tOP0oQM4VVKMygPFaK2vBQAYo2Mwd8XNyFlylWIHSEQ0fHZbLzq8IcKCjmaLf8XM/brb2jYgXHiEGsMHhC/fZ73PdEiY4YJDg4fDbke7pdEn1DWi3SfktVuaBrRZHx7hF+jkZ7N3Xohh+O1z2O3obLEMCGSeilmHpQmdra0QwuW3nUYXgvBYE8JjY2GMMSE81uR+7pvWh0eM2M9rNDDABQh7QwNOrlwJYbNj6rp10KUkK90kOk9d1jbUHj2M6vIy1JSXorm6CjHJKTBPS4c5NR3m1AxEJyVBpVIr3dQJz97bg7b6OrhcLkQnJvEAOMBYqk5h/7bNKPtqJ8LCI5CUmYWkzBlIzsxCdGJyQP9xvVAOux015aWoLCnGqZJi1B2vAISATq/HpFm5mJydj3CTCfs+2YjTpSUIi4xCwXU3Ie+K5dCF6pVuPtGEJYSArbtL7n5naUK7Txe8DksTOpotaG+2oKejfcC2Gl2ITyBzV8Z8nn0rZvrwCKg1gXlVk8vlREdzsxzmGhtgbWr0q+BZmxoHdN3U6fV9XTJN8YgwxSEiLh6hxnB0tbb0hTRP10Z34O1Ppw9zB7JYv2AWHmPyVtTOJywGGga4AODs6ETlD74P28lKTPmf/4E+e5bSTaIhEkKgpbYa1eWlqCkvQ3V5GVpqqgDI3RXM09IQkzIJLTXVaDh53PuFpQ0JRfy0VJhTM+RQNy2doW6U2Lq70Fpfh9a6GrTU1aK1rhat9TVoratFR7PFb93w2DhEJyUjJikZ0Ykp7udkRJjiJvwF3GPF6bDj6Le7sH/bZlSVHYRao0FawQI4bL2oKS/zdg8KDY9A0vQZSJo+E8nTZ8KcngGtLni7nAuXC42nTqLywD5UlhSj+nApHLZeqNRqJGZkYnJ2PqbkzkZCWsaAg7aqsoP45oN3UXlgH0LDI1BwzQ3Iv+pahISFKfRpiMYn4XKhu93qEyTk545m/yqQvbdnwLZhkVEwRsfC6AkT3oDhfo6OgU4/Mf7PCiHQ3W6Vw1xjvTfU+XbV7O3sHLBdqDEc4TGxfV0b+wUzY0zshPneY4BTmLDbcfren6Jz1y5MevklGBcvVrpJdBYOmw11x4+6w1opao4cRk+7FYD8xeI9oMzMGnBA6XI60Vx9GvUnjqHu2FHUn6hA48kTfaEuVI/4qakwp6YjITUd8anpiElMZnAYgp7ODjmY1dW4A1qtO6zVDDhDFxYZhShzIqISPI8kqFQqNNdUoaWmGi211WiuqYatu8u7jUarQ1RiEmISkxGd5A527nAXajCO9ccdl9oa6nFgxxYc/HwbutpaEWlOQO6SZci+7AqERUQCkA+emmuqUXOkDDVH+p8wUSN+WhqSM2ciabr8MMbEKvmRzsna2IDKkmJUHtiHUwf3o9v9XRKbMhlTcvIxOScfk7Kyh3xQV3PkML75YB1O7CtCqMGI2ctXYM7yFQg18neU6FxcTic63ZUebyhzBzPPdEezZcAIgJJKBUN0DMJj+oKZHCj6ng3RsdBog3eQDyX0dnXB2tSAno52GKNjYIyJZS8ZHwxwChJCoPb//B+0vb8eCU89iehbb1W6SdRPZ2uL90CxprwU9cePweWUv7yjE5OQND0LSZlyYItJGn7YcjmdsFSfRv3xCvfjqBzq7DYAcqgzT0uDOTVN7oKZloHohKQJF+o8Z+s84cwb1Opq0VJf6w3RHsaYWDmcmd2PhCTv9FDOzgkh0NXW6g11zTVV7mBXhbaGeghXX3/6sMgoRCe6q3aecJeYgsh4c8B2bwkULpcTJ/btwf5tn+BE8R5IkJB60TzkX7EcU3JnD+n33NNl2VMBrz921Pv/JyLOjKTpcpfLpMyZME2eomiVu6ejA6cPHZC7RR4sRkttDQDAEB2DKdl5mJI7G5Oz8y44eNYfr8DX69fhWNE30OnDMHvZdbjomuuhD48YiY9BPjzfFW0N9WhrqENbfR1aG+rk1w31cNhsCIuIhCEqCmGR0X1d4qKiYPBMux88wB87wuVC5cH9KP3iM7TUVp/xWim1Vuut9BijY/tdKyUHtrCoKPaeoTHHAKegxpdfRtPzLyD2J2sQf//9SjdnwhMuFyzVp32qa2VorZMHClBrNDCnZnjDWlLmTG9VYKR5Q527Sld/vMIv1On0esRPTXNfTyc/xkOo8xwItfiEs9a6Gndgq0Vvl093CklChCnOp5ImB7RocyIizQmjepbO6bCjtb6uX7CrRktNlbeCAsgVoUhzIqITkxCTlOINeTFJKdBHRAZ9//sL0dnagpLPPsWBHVvQ3tQIQ3QMci6/CjmXX4kIU9wF7dvpsKPh5HHUlJfJ/5ePlHlHTNOG6pGYkemuks9EYkYmQsIMI/GRBuWw21F7pEyuspUUo/5YBYRwQRuqx6SsbEzJkbtFxiRPGpXfh4aTx/HtB+/iSOEuaENCkX/l1Si49kaERXKArOGw9/bA2tiA1vq+YOYb1hy9/tfyGKNjEGlOQGScGZqQkL57bLW1orOtFfae7kHfJyTM4A1zhsgohEW5w11ElDvwySHQEBkFbSgrEeejs7UFBz/fhpLPtqKtoR6h4REwT0vzdmP0VtDc06HG8An9XU2BiwFOIa0ffoTaX/4Skddfj8RnfssvCAXYe3tQV3HEW12rOXrY2+daHxHpPchLysyCOTVd0bOjLqcTlqpTqD9egbrjFWg4XoHGyn6hblpflc48LR3RCYmKhTohBBx2G+w9PXDYemHv7YWjtxd2W99zt9U6oJrme92ApFIhMs7c19XRnOR9HRmfEJBnq7s72tFSUyUHutpqb8hrravx63YTYjAgJjHF2w3TU72LTkgat0PCCyFw+lAJ9m/fjIrCXXA5nZicnYe8K69G2kXzR61aKYSAtbEBNeWlqD5yGDXlpWg6VSmfaZckxE2agiT3//Ok6TMRGW8+7+9jz3Vsp9yBrarsEBy2XkgqFRLTMzElV+4WmZieOabVWUvVKXzzwbso3/Ul1Fot8q5YhoLrboYxOmbM2hDIhMuFjpZmbzjzBrX6OrQ11g8YMl0bEioHtPgERJnNiIxP8D4i4uPPeS2m742TO9ta0dXWMnC6VQ58ZxoSXhMS4g50faEuLMozwEW0XwAcydEHg5Gn2nZg+2YcK/oWLqcTk7JykLt0GdLnXRyQf0uIzoUBTgEdX32F0z9eA8O8uZj06quQxukBW6DpaLbIYe2IHNgaTh73DnMbkzzJG9aSM2ciKiEp4P/gOR0OOdSdqED98WNy98vKE94bTer0YTBPS0O8u0qXkJqOKHMiBIQconp7B4Qre2/PGZf5Pff2nHOdoVBrNIiIT0C0p7ujTzUtwhQ/brogulxOWBsbfcJdX8jzG0hFkhCTlILkGVlIzsxCysxZiIg7/0ARCHo6OlD6xQ7s37YZzTVVCDUYMevSpchduhwxScqMttvb1eU+eSNX2muPHoatW66KGKKi3dfQzUBSZhbip6Wd9QDP2tTgHilyPypLitFtbQMgf6fIFbZ8pMzMCYgL65trqlH40Xso/fJzqNRq5Fx+FeauuPmCq57BoLeryx3Q+oKZXEGrh7Wx3u8GvZKkgjE2FlHxCd6gFmlOkKfjzWNaQXc67PKw8q2tPgGv1a+i53ndbbUO6AIIyN+z+sgoxE+ZhvS5C5FWMH/UepAEkv7VNn14BGZduhQ5l1+l2HcP0UhhgBtjPYcPo/J7q6FNTsaUt/4BdXi40k0al1wuJ5pOVaLGfca9urwM1sZ6APKAFAnp073dIRMzMsfNtSHeUOe5pu5EhV+ok1Qqv+u3hkql1kAbEgJNSAi0un7PISHQhIT6T+v8nwdbJ9RghDE2dsJfO2Dr6ZYrdbXVaK6uQr17kBxPl1FjdAySZsxCyowsJM+Ypfh1XENVV3EExds+QfmuL+Gw9SIxIxN5V1yN6QsXBdxokS6XE5bTp/qudz1Shrb6OgDyNTDm1Azv4ChxU6ah4eQxVJbsx6mSYrTUVgOQg9/knHx58JHsPITHmpT8SGfVWl+Hwo/ew6GdOwBIyL50KebdcCsi481KN+2CuJxONJw8joaTx/uCmruq1t3vOtmQMIM7nJndlbS+oBZhioNaE3xVGZfLiZ72djnUtboredY293QLTpcehLWxHpKkQvLMLGTMuxjpcxcgwhSvdNNHDKttNFEwwI0he20tTt62EpAkTH13HbQJCUo3aVxwuZxoqalB/YkKNJyoQP2JY2g4ccz/jLrn2rXpMxE/LTUo/zifL99Q11pfC41W1y+AhfqHrv7hTBcybiphwcITKKoPl6K6vBRVhw+hw9IEQK6sen6fk2dkISF9esAEIntPD8q+2okD2zej/ngFtCGhmLnoUuRdeTXip6Yq3bxh6WhpRu2Rw94qne8ARoDcjS4lKxtTcmZjSk4eYidNCbpKqbWxAYUb3sfBzz+FEAIzv3MZ5t/4XUQnJCndtCHp7epC7RH5Osea8lLUHj3i7YatUqsRYYr3C2m+QW0ijswphEBj5QkcLdyFisKv0XS6EgBgTs1AxryFSJ+3ELHJkxRu5fkZ7Nq2WYuXIHfJMlbbaFwatQAnSdIyAM8BUAP4qxDimX7LJwP4O4Ao9zqPCCE+Ods+gznAOa1WVH5vNey1tZjy1lsIzZyudJOCku+ojQ0njqH+xDE0njzu/aOt0eoQN2Ua4lPTkZSRiaTMrAu6poUoEAgh0N7UiOrDh1B1+BCqD5fCUnUKgPt+g2np7kA3C8mZM8e8ouy54XbpF5+ht6sTpklTkHfF1Zj5ncsCouvgSPDcQqSp8iRMk6YgcXrmuDkR1N7chKKNH+DA9i1wOhyYsWgx5t/43YA7mLc2NbhPapT5XcsoSSrETZmG5BnyAFMJadMRYYqDSh34lWolNddUo2L316go/Bq1FeUAgJikFGTMvxjpcxfCnJoe0H87z1Rty1m6DBmsttE4NyoBTpIkNYAjAK4AUAVgN4DbhRClPuusBbBPCPGKJElZAD4RQkw9236DNcAJmw2n7r4HXXv3YvLaP8OwcKHSTQoKTocdTadPyUHNHdh8B+7QhoQibmpq3xD709IQkzyJf7RpQujuaJdHWXQHurpjR70VotiUyXKgmzkLyZlZiIiLH/EDscFuuD19wSLkXrEcyZlZAX3gR4PrbG1B0aYPUfzpx3DYbMhcsAgLbroNpslTx7wtLqcTjadOovpwqXsAmjJvFVobqve752ZixvQJcwPk0dLe3ISK3d+govBrnC4tgXC5EB4bh/R5C5Ax72Ikz8gKmK7bZ662XUNYwcUAACAASURBVIWYpBSlm0c0JkYrwC0E8LgQ4ir39C8BQAjxW591/gzguBDid+71/0sIcfHZ9huMAU4IgZqHH4Z14z+R9LtnEHn99Uo3KSA5bDY0nTqJ+hPH3F0hj6Hp1EnvyH06fRjip6V6g1p8ajqiE5MC5g8KkdLstl7UVxxFdXmpHOrKy7w3IzfGxPoFugu5jq6toR4Htm/GwX9tP+MNtym4dVnbsOfjj1C8dRNs3d3ImHcx5t90G8zT0kbtPW3dXag9Kg8sU11eitqj5d7h9o2xJvn31z3QVNzkqTxRN4q62604vnc3jhbuQuX+fXDYbdCHRyCtYAEy5i3E5Jz8Ma9ueaptJdu3oKLoG1bbaMIbrQB3C4BlQogfuae/D2C+EOI+n3USAXwKIBqAAcBSIcSes+03GANcwx//BMuf/4y4B+6Hac0apZsTEOy9PWisPCGHNXdlzVJ1yjsiZKjBKA+Jn5rufY6KTwj6+5wRjSXPQD5yoJNDnWfES891dCkz5EBnTs8463V0I3HDbQo+3R3t2PvJRuzbvBG9XZ1InTMXC25eicT0zAved7ulSb6+sLwM1YdL0Vh5ou/WDpOnurtDyqFtPA2yEWxsPd04WbwHRwu/xvG9u2Hr7oJOr8e0/AKkz1uI1NkFo1r97GxtwcF/bZerbfV1rLYRuY1WgLsVwFX9Atw8IcTPfNb5uXtf/+WuwL0GIFv0GwNXkqR7ANwDAJMnT76osrJyOG1VVMu776Hu179G1K23IuHJJyZklyJbd5c8Kpg7rNWfOIbm6irvUMf68Ajvzag99zEbje5eRBOd535o3grdINfRpcyY5T1w1hvDz3jD7dwlVwX0KIs0snq7OrFvyybs+fgj9HS0Y2reHCy4aSWSZ2QNaXvvqMDlZd4KW3tTIwC5K3xixnQkZc5y31x9xri5bnK8cdjtOH3oAI4W7sKxom/R1dYKtVaLKTn5SJ+3EGkXjcztCVhtIzo3JbtQHoJcpTvtnj4OYIEQouFM+w2mClz7v/6Fqnt/CsN3FmHSSy9BmgCj+PV2daL++DHvSJD1J47JQ2y7f18M0TFy90d3N0hzajqMMbEMa0QK6W63ykPnHy4dcB1ddGIy2hrq5Btu5+Qj/4qrkXrRPI5IOoHZurtQ/OknKNr0IbqtbZicnYsFN9+OSVk5fuvZe3pQW1Hurf7WHi3v684bHSNX1tz3OoybMo3dIYOQy+VETXkZKnZ/jaOFX8Pa2ABJUiFl5iykz1uI9LkLh31/QVbbiIZutAKcBvIgJksAVEMexGSVEOKQzzqbAbwrhPibJEkzAewAkCzOsvNgCXDdJQdR+YMfICQ1FVP+5+9QGQxKN2lUOGw21Bwpc9/Ethj1x495K2vhsXHu7o9yVS1+WhqM0TEKt5iIzsb3Orqao4cRnZCk6A23KTDZe3pwYMcW7N64Hp2tLUieMQtZ/3aZfOuL8lI0nDwu329SkmCaNAXJntu4jNKAOqQsIQQaTh5HReEuHC382lvZH8rtCVhtIzo/o3kbgasB/AnyLQJeF0L8X0mSngRQJITY6B558i8AjAAEgF8IIT492z6DIcDZqqpw8raVUIWGYuq6d6CJG94ZqEAmXC40nDwuB7aD+1FddggOuw0qtRqJGZmYnJ2HpIwZiE9N52AGRETjnN3Wi4OffYrCjevRYWmCRheCxPTp3gpbYkYmQg0T735rE53n9gRHC3ehruIIACAmeRIy5i1ExryLET8tDV1tray2EV0A3sh7BDlaWlC56ntwNDdj6jtvIyQ1uG5cO5jW+jqcKimWQ9uhA+hptwIATJOmYHJOPqbk5CNl5iwO4UxENEE57Ha01tUgOjGZXWzJT7ulydvNsqrsIITLBWN0DLqsbf7VtrkLodHplG4uUdBggBshrt5enLrjTvQcPIjJr7+GsIJh/UwDRpe1DacPHfB2i2xrqAcgD0M+JWc2puTkYVJ2HrtDEhER0ZB1t1txbE8hTuzdjfC4eFbbiC7A+QQ4nl7rR7hcqHn4EXTv3YvkP/53UIU3e28Pqg+XugPbfjScPAYACAkzYNKsHFx07Y2YkpOP6MRkXrdARERE50UfHoHsS5ci+9KlSjeFaEJigOun4ffPon3LFsT/4heIWL5c6eaclcvlRP3xCpwq2Y/KkmLUlJfC6XBApdYgOXMmLrnt+5iSkw9zajpHBiMiIiIiGgcY4Hw0/8+baP7b3xC9ejVi7vih0s0ZQAiBltoa73Vsp0sPoLezEwAQNzUVs5evwJTsPCTPmAVtaKjCrSUiIiIiopHGAOdm/fRT1P/2twi/YinMv3wkYLoYdra24NTB/d5uke0W+YapEXHxmD7/EkzOycfk7DyOFElERERENAEwwAHo2rsPNQ/9AvrcXCQ9+ywkBbsb2rq7UFV2yDvwSNPpSgBAqDEck2flYv6N38WUnHxEmhMCJmQSEREREdHYmPABrvfECVTdey80CWakvPIyVAp0PXTYbDhauAsHP/8UVWWH4HI6odZqkTxjFr7zncswJScfcVOnQaXidWxERERERBPZhA5wwulE9QP/CUgSJq9dC03M2A6nb6k+jZIdW3Hoi8/Q025FpDnBO1JkUuZMaHUhY9oeIiIiIiIKbBM6wFk3b0FveTmS//u/oJsyZUze01NtO7B9C6rKDkKlViO9YAFyly7H5OxcSCrVmLSDiIiIiIiCz4QNcMLhQNMLLyAkMxPhy5aN+vvJ1bYtOLTzM/R0tCPSnIDvrPohZi1eAkNU9Ki/PxERERERBb8JG+DaNmyArbISKS+/NGpVL4fNhqPffoUDO7b2VdvmLkTukmWsthERERER0bBNyADnstnQ+NJLCM3NhfGyy0Z8/5aq0yj5rK/aFmVOZLWNiIiIiIgu2IQMcK3/+79w1NQi8amnRmwo/oHVNg3S5y1E7pKrMHkWq21ERERERHThJlyAc3V3o+nVVxFWUADDxRdf8P7OVG3LvnQpwiKjRqDFREREREREsgkX4FreWQdnYxPi/vu/z7v65rDZcOTbr3Bg+xZUHz7EahsREREREY2JCRXgnB2dsPzlLzBccgnC5s4d9vaWqtM4sGMLSnfuQE9nB6ISEvFv37sDsxYvYbWNiIiIiIhG3YQKcC1v/g+cLS2Ie+D+IW9jt/Xi6Le7BlTb8pYuw6SsHFbbiIiIiIhozEyYAOdsa4Pl9TdgXLIE+pycc65vqTqFAzu2stpGREREREQBY8IEOMvrb8DV0YG4//jZGdfpq7ZtRvXhUqjUGmTMW4hcVtuIiIiIiCgATIgA57BY0Pzmm4hYvhyhmZkDlluqTuHA9i0o/eIz9HR2IDoxCf+2+k652hYRqUCLiYiIiIiIBpoQAc7yl79C9PTAdN99A5Z9uvYFlOzYKlfb5l+M3CXLMGlWzojdH46IiIiIiGikjPsAZ6+vR8vbbyPy+usRkjrNb1lj5QmU7NiK7MuuxHdW/TurbUREREREFNDGfYBrevVVCCFg+ulPByzbvXE9tKF6LF59J0KNRgVaR0RERERENHTjelQOW1UVWt9fj6hbboYuJdlvWVtDPQ7v+gK5S65ieCMiIiIioqAwrgNc00svQ1KpYFqzZsCyPR9/BElS4aJrblCgZURERERERMM3bgNc7/ETaNuwAdG33w6t2ey3rMvahpLPPsXMRZciPNakUAuJiIiIiIiGZ9wGuKYXX4QUGorYu380YFnx1k1w2Hoxd8XNCrSMiIiIiIjo/IzLANdTXg7rJ58g5vvfhyY21m+ZvacH+7ZsQlrBfMSmTFKohURERERERMM3LgNc4/MvQBUejtg77xiwrOTzT9HT0Y65K25RoGVERERERETnb9wFuO6SEnTs2IHYO++AOtL/vm5OhwNFmz5E8owsJGfOVKiFRERERERE52fcBbjG556HOioK0d//wYBl5V9/ifamRlbfiIiIiIgoKI2rANdVVITO//f/EHv33VAbDX7LhBDYvXE9YlMmI3V2gUItJCIiIiIiOn/jJsAJIdDwpz9BExeH6FW3D1h+orgITadOYu6KmyGpxs3HJiIiIiKiCWTcJJnOXbvQXbQHsWt+DJVeP2D57g3rER4bhxmXLFagdURERERERBduXAQ4IQQa//QcNEmJiLr11gHLa46UoarsIC665gaoNRoFWkhERERERHThxkWA6/j8c/SUlCDupz+FSqcbsLxww3qEGozIWXKlAq0jIiIiIiIaGUEf4ITLhcbnnod2ymREXn/9gOWWqtM4VvQN8pddC13owK6VREREREREwSLoA1z7li3oLS9H3H0/gzRI98jd/1wPjS4Es5ddp0DriIiIiIiIRk5QBzjhcKDxhRcRkpGBiGuuHrC83dKEsi//hezLliIsInKQPRAREREREQWPoA5wbf/cBNuJEzD9x88GvTXAnk82QAgXCq69UYHWERERERERjaygDXDCZkPTiy8idNYshC9dOmB5T0cHDmzfgsyF30FkfIICLSQiIiIiIhpZQRvgWj/4APbqasQ9cD8kSRqwfP+2T2Dv6cbcFTcr0DoiIiIiIqKRF5QBztXTg6aXX4F+zhwYFi0asNxu68XezRsxNW8O4qemKtBCIiIiIiKikReUAa5l3To4GhoQd//g1bfSnTvQ1daKedffokDriIiIiIiIRkfQBThXZycsa/8Cw8ULYZg/b+BylxNF//wQCenTkZKVo0ALiYiIiIiIRkfQBbjmf7wFZ3Mz4v7jPwZdfvTbXWitr8W8FbcMWp0jIiIiIiIKVkEV4JxWKyyvvQbjpZdCn58/YLkQAoUb3kd0YjLS5s5XoIVERERERESjJ6gCXPPf/gaX1Yq4+wevvp0q2Y+GE8dQcN1NUKnUY9w6IiIiIiKi0RU0Ac7R0oLmv/0d4cuWIXTmzEHXKdz4PgzRMcj6t8vHuHVERERERESjL2gCnOUvf4WrpwdxP7tv0OX1xytwqqQYc5avgEarHePWERERERERjb6gCHD2hga0vPUWIq+7FiFpaYOuU7hxPXT6MORdsXyMW0dERERERDQ2giLAWf68FsLphOmnPx10eWtdLY5+8xXyrrwaIWGGMW4dERERERHR2Aj4AGevrkbLe+8h6qaboJs8edB1ijZ9AJVahTnLV4xx64iIiIiIiMZOwAe4xldegQTA9JM1gy7vbG3BwX9tR9biJTBGx4xt44iIiIiIiMZQQAc428mTaPvwI0TdvhLaxMRB19m35Z9wOhwouPamMW4dERERERHR2AroANf40suQdDqY7r570OW27i4Uf/oxMuYtRExS8hi3joiIiIiIaGwFbIDrOXIE1k2bELP6e9DExQ26zoHtW9Db2Yl5K24Z49YRERERERGNvYANcE0vvAiVwYDYu+4adLnTYceeTzZg0qxcJKRPH+PWERERERERjb2ADHDdBw+hfds2xPzwh1BHRQ26TtmX/0JHswXzVtw8xq0jIiIiIiJSRkAGuMbnn4M6MhIxP/z3QZcLlwu7N65H3NRUTMmbM8atIyIiIiIiUkbABbiuvXvR+cWXiL37R1AbjYOuc2xPIZprqjB3xc2QJGmMW0hERERERKSMgAtwjc89D7XJhOhVqwZdLoRA4Yb/RWS8GZkLFo1x64iIiIiIiJQTUAGu8+uv0fXttzDdcw9UYWGDrlNddgi1R8tx0bU3QqVWj3ELiYiIiIiIlBMwAU4IgcY/PQdNQgKibvvuGdcr3Pg+9OERyL506Ri2joiIiIiISHkBE+A6du5E9/79MN37E6hCQgZdp/HUSZzYV4TZy6+DNiR0jFtIRERERESkrIAIcMLlQuNzz0M7aRKibrzxjOvt3rge2pBQ5F917Ri2joiIiIiIKDAERIBr/3QbesvKEHffTyFptYOuY21swOGvdiJ36VXQG8PHuIVERERERETKUzzACacTjS+8AF1aGiKuPXNlrejjDyFJEuZcfcMYto6IiIiIiChwKB7grJs2wXbsGOJ+9jNIZxhVsrvdipLPPsXMRZciwhQ3xi0kIiIiIiIKDIoGOGG3o/HFlxAycybCr7zijOvt27IJjt5ezF1x8xi2joiIiIiIKLBolHzz1g8/hP30aaS8+gok1eBZ0t7Tg31bNyH1onmITZk8xi0kIiIiIiIKHMpV4IRA08uvQJ+XB+PixWdcreTzbehpt2LeilvGsHFERERERESBR7EKnKO5GY7OLiT99jeQJGnQdZwOB/Z8/CGSMrOQPCNrjFtIREREREQUWBSrwDkamxA2fz4MCxeecZ0jX38Ja2MD5l3Pa9+IiIiIiIiU60LpcCDu/v8442IhBHZvXI/YlMlInT13DBtGREREREQUmIYU4CRJWiZJUrkkSRWSJD1yhnW+K0lSqSRJhyRJevucbxxuRNicOWdcfrJ4DxpPncTcFTefcYATIiIiIiKiieSc18BJkqQG8BKAKwBUAdgtSdJGIUSpzzoZAH4J4BIhRIskSfHn2q9u8tlHlCzc+D6MsSbMuOTfzrUrIiIiIiKiCWEopa15ACqEEMeFEDYA6wBc32+duwG8JIRoAQAhRMM593qGgUsAoPZoOapKD6Lgmhug1miH0EQiIiIiIqLxbygBLhnAaZ/pKvc8X9MBTJck6StJkr6RJGnZhTSqcMP7CDUYkbPkqgvZDRERERER0bgylNsIDFYqE4PsJwPApQBSAHwpSVK2EKLVb0eSdA+AewBg8hm6UDbXVKGi6BssuPG70IXqh9A8IiIiIiKiiWEoFbgqAJN8plMA1AyyzgYhhF0IcQJAOeRA50cIsVYIUSCEKIiLixv0zXZv/AAajRazl103pA9AREREREQ0UQwlwO0GkCFJ0jRJknQAVgLY2G+djwBcBgCSJJkgd6k8PtzGdDRbUPblZ5h12RUIi4wa7uZERERERETj2jkDnBDCAeA+AFsBlAF4TwhxSJKkJyVJWuFebSsAiyRJpQA+B/CQEMIy3Mbs+WQDXE4XCq69cbibEhERERERjXtDuQYOQohPAHzSb95jPq8FgJ+7H+elp7MDB7ZvxvSFixBlTjjf3RAREREREY1bQwpwY2H/ts0QkgrpS69BWVmZ0s2hIQgNDUVKSgq0Wt7qgYiIiIhoLAREgHPYbNj7yQYU3H4HTGYzYmNjIZ3lPnGkPCEELBYLqqqqMG3aNKWbQ0REREQ0IQxlEJNRV/rFZ+hqa0W4OZHhLUhIkoTY2Fj09PQo3RQiIiIioglD8QDncjmx+5/rYU7NgEanY3gLIvy3IiIiIiIaW4oHuKPffo3WulrMu/5mpZtCREREREQU0BQNcEII7N74PqITk5A+b6GSTQEAWCwW5OfnIz8/HwkJCUhOTvZO22y2Ie3jjjvuQHl5+bDf+1e/+hX+9Kc/DXs7IiIiIiKaOBQdxOTUwf2oP16BK+65DyqVWsmmAABiY2NRXFwMAHj88cdhNBrx4IMP+q0jhIAQAirV4Nn3jTfeGPV2EhERERHRxKRoBW73xvUwREUj6zuXK9mMc6qoqEB2djbWrFmDOXPmoLa2Fvfccw8KCgowa9YsPPnkk951Fy1ahOLiYjgcDkRFReGRRx5BXl4eFi5ciIaGhiG93969ezF//nzk5ubi5ptvRltbGwDgj3/8I7KyspCXl4fVq1cDAD777DPk5eUhPz8fc+bMQWdn58j/AIiIiIiIKCAoVoGz9/ai8sA+fGfVD6HR6QYsf+Kfh1BaYx3R98xKisCvr5t1XtuWlpbijTfewKuvvgoAeOaZZxATEwOHw4HLLrsMt9xyC7Kysvy2aWtrw+LFi/HMM8/g5z//OV5//XU88sgj53yv1atXY+3atVi0aBEeffRRPPXUU/jDH/6A3//+96isrIROp0NraysA4Nlnn8XatWsxf/58dHR0IDQ09Lw+HxERERERBT7FKnBdrS3Q6cOQd8VypZowLGlpaZg7d653+p133sGcOXMwZ84clJWVobS0dMA2er0ey5fLn++iiy7CyZMnz/k+FosFPT09WLRoEQDg3//93/HFF18AAGbNmoXVq1fjrbfe8t48+5JLLsEDDzyAF154AVarFWq18l1RiYiIiIhodChWgevp7EDeFcsREmYYdPn5VspGi8HQ186jR4/iueeeQ2FhIaKiorB69epB74em86ksqtVqOByOc76PEOKMy7Zu3YqdO3diw4YNePrpp3Hw4EH86le/wooVK/Dxxx9j7ty5+Ne//oWMjIxhfjoiIiIiIgoGyl0DJwFzrr5esbe/EFarFeHh4YiIiEBtbS22bt06Yvs2mUzQ6/XYtWsXAODNN9/E4sWL4XQ6UVVVhcsvvxzPPvssGhsb0dXVhWPHjiE3Nxe//OUvMXv27PMaAZOIiIiIiIKDYhU4Q1QMjNExSr39BZkzZw6ysrKQnZ2N1NRUXHLJJSO6/zfffBM/+clP0N3djfT0dLzxxhtwOBxYtWoV2tvb4XK58PDDDyM8PBy/+MUv8OWXX0KlUiE3NxdXXnnliLaFiIiIiIgCh3S2LnujqaCgQBQVFfnNKysrw8yZMxVpD50f/psREREREZ0fSZL2CCEKhrONorcRICIiIiIioqFT9EbeE9GTTz6JDz74wG/eypUrh3R7ASIiIiIimtgY4MbYY489hscee0zpZhARERERURBiF0oiIiIiIqIgwQBHREREREQUJBjgiIiIiIiIggQDHBERERERUZBggPNhsViQn5+P/Px8JCQkIDk52Ttts9mGvJ/XX38ddXV1Z11n0aJFKC4uvtAmExERERHRBMJRKH3ExsZ6Q9Xjjz8Oo9GIBx98cNj7ef311zFnzhwkJCSMdBOJiIiIiGgCYwVuiP7+979j3rx5yM/Px7333guXywWHw4Hvf//7yMnJQXZ2Np5//nm8++67KC4uxm233Tbkyt0//vEP7z4effRRABh03wDwxz/+EVlZWcjLy8Pq1atH9TMTEREREVFgCdwK3OZHgLqSkd1nQg6w/Jlhb3bw4EF8+OGH2LVrFzQaDe655x6sW7cOaWlpaGpqQkmJ3M7W1lZERUXhhRdewIsvvoj8/Pxz7ruqqgq/+tWvUFRUhMjISCxduhSbNm1CXFzcgH0DwO9//3tUVlZCp9N55xERERER0cTACtwQbN++Hbt370ZBQQHy8/Oxc+dOHDt2DOnp6SgvL8f999+PrVu3IjIyctj7/vbbb3H55ZfDZDJBq9Vi1apV+OKLL86471mzZmH16tV46623oNVqR/qjEhERERFRAAvcCtx5VMpGixACd955J5566qkByw4cOIDNmzfj+eefx/r167F27dph73swsbGxg+5769at2LlzJzZs2ICnn34aBw8ehFqtPq/PRUREREREwYUVuCFYunQp3nvvPTQ1NQGQR6s8deoUGhsbIYTArbfeiieeeAJ79+4FAISHh6O9vX1I+16wYAE+//xzWCwWOBwOrFu3DosXLx50306nE1VVVbj88svx7LPPorGxEV1dXaP2uYmIiIiIKLAEbgUugOTk5ODXv/41li5dCpfLBa1Wi1dffRVqtRp33XUXhBCQJAm/+93vAAB33HEHfvSjH0Gv16OwsBA6ne6M+05JScGTTz6JSy+9FEIIXHfddbjmmmuwd+/eAft2OBxYtWoV2tvb4XK58PDDDyM8PHysfgxERERERKQw6Uxd+EZbQUGBKCoq8ptXVlaGmTNnKtIeOj/8NyMiIiIiOj+SJO0RQhQMZxt2oSQiIiIiIgoS7EI5ylasWIFTp075zfvDH/6ApUuXKtQiIiIiIiIKVgxwo2zjxo1KN4GIiIiIiMYJdqEkIiIiIiIKEgxwREREREREQYIBjoiIiIiIKEgwwBEREREREQUJBjgfFosF+fn5yM/PR0JCApKTk73TNpttSPu44447UF5ePuz3rq+vx7x58zB79mzs2rULjzzyCFJSUhAVFTXsfRERERER0fjEUSh9xMbGori4GADw+OOPw2g04sEHH/RbRwgBIQRUqsGz7xtvvHFe771t2zbk5OTgtddeAwBIkoT77rsP2dnZ57W/C+FwOKDR8FeDiIiIiCjQBOxR+u8Kf4fDzYdHdJ8zYmbg4XkPD3u7iooK3HDDDVi0aBG+/fZbbNq0CU888QT27t2L7u5u3HbbbXjssccAAIsWLcKLL76I7OxsmEwmrFmzBps3b0ZYWBg2bNiA+Pj4AfsvKirCo48+iu7ubuTn56OwsBALFy6Ew+EYUvvWrVuHp59+Gmq1GjExMfj888/hcDjw0EMPYdu2bVCpVFizZg3uvfdebNu2DQ899BCcTicWLFiAl156CTqdDikpKfjxj3+MLVu24IEHHkB+fj7uu+8+NDU1wWAw4K9//SumT58+7J8dERERERGNHHahHKLS0lLcdddd2LdvH5KTk/HMM8+gqKgI+/fvx7Zt21BaWjpgm7a2NixevBj79+/HwoUL8frrrw+674KCAjz22GP43ve+h+LiYuh0umG17YknnsCOHTuwf/9+fPjhhwCAV155BTU1Ndi/fz8OHDiAlStXoqurC3feeSfWr1+PkpISdHV1Ye3atd79GAwGfPXVV7j11ltxzz334OWXX8aePXvw29/+Fvfdd9+w2kRERERERCMvYCtw51MpG01paWmYO3eud/qdd97Ba6+9BofDgZqaGpSWliIrK8tvG71ej+XLlwMALrroInz55Zej0rZLLrkEP/jBD3DrrbfipptuAgBs374dDzzwANRqNQAgJiYGe/bsQUZGBtLS0gAAP/jBD/Daa695w9ltt90GAGhtbcU333yDm2++2fseQ60GEhERERHR6AnYABdoDAaD9/XRo0fx3HPPobCwEFFRUVi9ejV6enoGbONbSVOr1aMWgv7yl794u3bm5eXhwIEDEEJAkiS/9YQQZ92P5zMKIWAymbzXAxIRERERUWBgF8rzYLVaER4ejoiICNTW1mLr1q2Ktuf48eNYsGABP87chAAAIABJREFUnnrqKURHR6O6uhpXXnklXnnlFTidTgBAc3MzsrKycPToURw/fhwA8I9//AOLFy8esL/o6GgkJiZ6u2O6XC7s379/7D4QERERERENigHuPMyZMwdZWVnIzs7G3XffjUsuuWTE3+PnP/85pk6dCqvVipSUFDz99NNnXPc///M/kZOTg5ycHCxduhTZ2dn48Y9/jISEBOTm5iIvLw/vvfcewsLC8Nprr+Gmm25CTk4OQkJCcPfddw+6z3Xr1uHVV19FXl4eZs2ahU2bNo34ZyQiIiIiouGRztWtbrQUFBSIoqIiv3llZWWYOXOmIu2h88N/MyIiIiKi8yNJ0h4hRMFwtmEFjoiIiIiIKEhwEJMx9uSTT+KDDz7wm7dy5Uo88sgjo7otEREREREFP3ahpAvCfzMiIiIiovPDLpRERERERETjGAMcERERERFRkGCAIyIiIiIiChIMcEREREREREGCAc6HxWJBfn4+8vPzkZCQgOTkZO+0zWYb0j7uuOMOlJeXj3JLiYiIiIhoIuJtBHzExsaiuLgYAPD444/DaDTiwQcf9FtHCAEhBFSqwbPvG2+8Mert7O9cbSIiIiIiovEhYANc3W9+g96ywyO6z5CZM5Dw6KPD3q6iogI33HADFi1ahG+//RabNm3CE088gb1796K7uxu33XYbHnvsMQDAokWL8OKLLyI7Oxsmkwlr1qz5/9m78/goy3v//6/Zl6yTTPaFLGSBLKyCLIIoouJai0W7nFOrVXu0tef87Hn0fH89p/3aX/3V8z2tx9ZWa6vV1lZoVapHpSLKJggIAtkgIUBCFrLMZJ99ub9/TDIksoeEbJ/n4zGPmbnnnnuuCSEz7/v6XNfFxo0bMZvNvPXWWyQmJp71Nd566y2efPJJvF4vCQkJvPrqqyQmJvKDH/wAq9XKd7/7XQAKCwvZvHkzbrf7jDZt2bKFp556CkVRuP3223nyyScBePfdd/n3f/93AoEASUlJbNq0aZg/QSGEEEIIIcRYki6bi1RVVcX999/PgQMHSEtL46c//Sn79u3j0KFDfPDBB1RVVZ3xnO7ubpYvX86hQ4dYtGgRL7300jmPv2zZMnbv3s2BAwe46667+NnPfnZJbVIUhR/84Ads2bKFAwcOsHPnTt555x1aWlr41re+xYYNGzh06BDr1q27rJ+DEEIIIYQQYuyM2x644fSUjabc3Fyuuuqq8P3XXnuNF198Eb/fT3NzM1VVVcycOXPIc0wmEzfffDMA8+bNY8eOHec8/smTJ/nSl75ES0sLHo+H/Pz8S2rTnj17uO6667BarQB8+ctfZvv27fh8PlasWMG0adMAiIuLu7Q3LoQQQgghhBg3pAfuIkVERIRvHz16lGeeeYaPPvqIsrIybrrpJtxu9xnP0ev14dsajQa/33/O4z/yyCP88z//M+Xl5fz6178OH0+r1RIMBsP7DX6dwW1SFOWsx1UUBZVKdRHvUAghhBBCCDHeSYAbhp6eHqKiooiOjubUqVO8//77l33M7u5u0tLSUBSFV155Jbw9KyuL/fv3A7B3714aGhrO+vyrr76aLVu2YLfb8fv9rFu3juXLl7NkyRI++ugj6uvrAejo6LjstgohhBBCCCHGxrgtoRzP5s6dy8yZMykuLiYnJ4clS5Zc9jF/9KMf8YUvfIH09HQWLFjAqVOnALj77rt59dVXmTNnDgsWLCAnJ+esz09PT+eJJ57g2muvRVEUbrvtNm655RYAnnvuOe644w4URSE1NZWNGzdednuFEEIIIYQQV57qXKV3o23+/PnKvn37hmw7fPgwM2bMGJP2iOGRfzMhhBBCCCGGR6VS7VcUZf6lPEdKKIUQQgghhBBigpASyivsiSee4M033xyy7Z577uH73//+GLVICCGEEEIIMVFIgLvC/uM//iO86LcQQgghhBBCXAopoRRCCCGEEEKICUICnBBCCCGEEEJMEBLghBBCCCGEEGKCkDFwQgghhBBiwml1tFJuK6fMVsZh+2EsBgt5lrzwJTUiFZVKNdbNFGLESYAbxG63c/311wPQ0tKCRqMhISEBgL1796LX6y/qOC+99BKrV68mOTn5nPts3bqVRx55BL1ez549e7jtttvYs2cP1157LX/7298u/80IIYQQQkwSTp+TKntVKLC1l1FmK6PN2QaATq1jeux0TvacZGPdxvBzInQRTI+dHgp0saFQl2/JJ8YQM1ZvQ4gRIQFukPj4eA4ePAjAj370IyIjI3n88ccv+TgvvfQSc+fOPW+Ae/XVV/n+97/P1772NRRF4V//9V/p7e3l5ZdfHm7zh0VRFBRFQa2WalohhBBCjL2gEuRE9wnK2svCga22q5aAEgAgPTKdeUnzmJUwixJrCYVxheg1oZPsfd4+artqqems4WjnUY52HWVT3SZe974ePn6iKXFIT11ebB45sTkYNIYxeb9CXKpxG+B2/KUGW0PfiB7TmhHJNV/KH9ZzX3nlFX71q1/h9XpZvHgxzz77LMFgkPvuu4+DBw+iKAoPPvggSUlJHDx4kLVr12Iymc7ac/f888/z5ptv8uGHH/LBBx/whz/8geuvv57NmzdfVFu+973v8e6776LVarn55pt56qmnaGlp4aGHHuLEiROoVCpeeOEFFi5cyH/+53/yhz/8AYCHHnqIb3/729TW1nLnnXeydOlS9uzZwzvvvENZWRlPPPEEHo+HvLw8XnrpJSIiIob1sxJCCCHE5ev2dHOi+wTHu49zvOs4x7uPc6L7BGqVmvSodNIj08mIygjd7r8fqY8c62ZfMrvLHg5q5bZyKmwV9PlC3wGjdFEUW4t5oOQBShNKKbYWE2eMO+exIvWRzE6czezE2eFtiqLQ5mzjaNfRUKjrD3afHv4Ub9ALgFqlJjMqMxzq8mPzybPkkR6VjlolJ7knGkVRcPlddHm66PR00u3uptPTSZeni25PN56Ahyh9FNH6aGIMMUTro4k2RIeu9dFE6aPG9b/7uA1w40lFRQUbNmxg165daLVaHnzwQdatW0dubi42m43y8nIAurq6iI2N5Ze//CXPPvsss2fPPuvxHn74YT7++GPWrFnDnXfeeUltaW1t5b333qOyshKVSkVXVxcAjzzyCDfccAOPPvoofr8fp9PJ3r17+dOf/sTevXsJBAIsWLCA5cuXYzabqaqq4ve//z3PP/88bW1t/PSnP+XDDz/EbDbzk5/8hGeeeYb/9b/+1+X94IQQQghxXoqi0Ops5XjXcU70nAgHtePdx+lwd4T306v1ZMVkUWQtQoWKxt5G3re/T7ene8jxLAZLOMylRw0KeJHpJJoT0ag1V/otDuEJeDhsP0y5rZzy9tD4taa+JgA0Kg35lnxWZ6+mNKGUkoQSsqKzLvuLtEqlIikiiaSIJJamLQ1v9wf9nOw5SU1XTTjYHbYf5oP6D8L7mLQmcmNyz+ixizfFX1abRoIv4MPhc9Dn68Phc5z14g64MWgMmHVmTFoTZm3/tc58xm2DxjAuxwwqikKvr5cudxddnkGXz9/vvwyENV/Qd85jatVa/EH/OR9XoSJSHxkOdIPD3eDbYxX+xm2AG25P2WjYvHkzn376KfPnzwfA5XKRkZHBjTfeSHV1NY899hirV69m1apVo96WuLg41Go13/zmN7nlllu49dZbgdCYunXr1gGg1WqJjo5mx44dfPGLX8RsNgNw55138vHHH7Nq1Spyc3O56qqrANi1axdVVVUsXrwYAK/Xy9KlS8/y6kIIIYQYDl/QR0NvAye6ToQD2onuE5zoPoHT7wzvF6WPIicmh+Xpy8mJySE7JpucmBxSI1PPGr56vD009TbR0NtAY18jjb2NNPQ2UG4rZ1P9pnDZIYTGiqVFppEWlUZG5NCeu4yoDMw684i+Z0VRONl7ckgpZHVndfiLc3JEMiXWEu4tvJcSawkz4mdg0ppGtA3no1VryYnNISc2h5uybgpvd/qcHOs6NqTHblvjNjbUbgjvE2eMC4e5fEuoty43NveC7R8IXQ6/gz5vH06/kz5vHw6/A4d3aPjq8/Xh9DnPGdAGeg9HigrVkKB3ttAXvq87vf1sgXDwMYwaYzgYBoIBerw9oV4xT/eQEHa2bQM9ZoN/jwfTqDTEGGKIMcSETl5EplNiLSHGEEOsIRaLwRK+HWuMJdYQS7Q+Go1KgzvgpsfTQ4+3/+LpodvbPXRb//Yebw9tzrbw7fOFw4sNf9GGaGL0wxuPOW4D3HiiKArf+MY3+PGPf3zGY2VlZWzcuJFf/OIXvPHGG7zwwguj2hadTse+ffv44IMPWLduHc899xybNm0COOOsiaIo5zzO4PJIRVG46aab+OMf/zg6jRZCCCEugaIodHm66PP1EaGLIEIXgV6tH5e9A5/n9DnDZY/h8sfu4zT0NOBXTp/xTzInkROTw53T7yQnJhQismOyiTfGX9L7jNZHEx0fzYz4GWc85g/6aXG0DAl3AwGvrK2MXl/vkP3jjHGne+0ih4a7BHPCBXsVuj3dQ3rWym3l4R5Ck9ZEsbWYf5j5D5QmlFJqLSXBnHDR7/NKMuvMlCSUUJJQMmS7zWUbUoJ5tPMor9e8jjvgBkJf3DOiMsiJySGgBC4rdJm0pvDv/sAlJTKFCF0EkbpIzDozEdoIIvWRmLVmIvWRRGgjiNBHnN6uM2PSmHAH3Lj8Lpw+J06/M3zb5Xfh9DuH3P78fi6fi15vL63O1iH7eQKei/55qlBh0prQqDX0eftQOPv3U51aR6whNhTGjBZyY3NDwWvQtvDt/mB2Ob1dA+EzKSLpkp6nKMqohb+LdVEBTqVS3QQ8A2iA3ymK8tNz7LcG+CtwlaIo+y67dePEypUrWbNmDY899hhWqxW73Y7D4cBkMmE0Grn77rvJzs7m4YcfBiAqKore3t4LHHV4ent7cbvd3HrrrSxcuJCZM2cCsGLFCp5//nkeffRRAoEADoeDZcuW8dBDD/G9732PQCDAW2+9xfr168845uLFi3nsscc4fvw4OTk5OBwOmpubycvLG5X3IIQQYuoKKkE63B20OlppcbbQ6mil1dl/cZy+/vwXXa1KG/rS2v9lduALbPj2oC+6Zu3n9tNFnLGvVj38c9iKotDh7hjSizYQ1FocLeH9NCpN+Av99ZnXh3vUsmOyidCN/jhzrVob7mU7m25PdyjQ9TWEw11jbyMH2w6y8cRGgkowvK9erQ/13A0Kd6mRqbQ52yhvL6fcVk5dTx0Q+sKeG5vL9ZnXU2oNlULmxuSOefnm5bKarFhNVhalLgpvCwQDNPY1Dgl2dT11aFVaIvWRpESkhEPVkHB1ntBl1pov6/fz83QaHVH6qBE7HoTe9+dD34UCoT/oP90bNvjS3zNm1ponxEkalUo1ouFvPvMvuQ0X/O1QqVQa4FfADUAj8KlKpXpbUZSqz+0XBXwH2HPJrRjnSkpK+OEPf8jKlSsJBoPodDqef/55NBoN999/P4qioFKpeOqppwC47777eOCBB845icnZLFq0iNraWvr6+khPT+eVV14JL2kwWHd3N3fddRcej4dgMMjPf/5zAJ599lm++c1v8pvf/AatVstvfvMbFixYwL333hsulfzWt75FSUkJtbW1Q46ZlJTEiy++yNq1a/F6Qx+YTz75pAQ4IYQQl8Qf9GNz2WhxtAwNZM5W2pxttDpC14N7oiAUNJLMSSSZkyiOL+b6zOtJMicRqY8Mf/kb3Ivh9DnDZWjtrvYh2z9/7HMxaoxDA6H2cyFwUPAz68y4/K4hvWqDx56ZtCayY7KZnzQ/XPKYE5NDRlQGOo1uRH/GI2mg9KzIWnTGY76gj1N9p0KhblBpZmNfI/tb9+PwOcL7Wk1WSqwl3DH9DkqtpRRZi65IQB0PNGoN06KnMS16GiunrRzr5lwxGrWGSH3khJw0ZyxdTvgbcpzzldn1v9Ai4EeKotzYf//fABRF+f8/t99/A5uBx4HHL9QDN3/+fGXfvqG7HD58mBkzziwBEOOX/JsJIcYzb8BLt6c7dPF20+XpCpW6eLrp9fVi1BhDJUn6yHBpUqQucsi2weM3pjJvwBsKYZ8LZoN7zWxu25BeGwgFpaSIpHBAO9tti9EyIoP+FUXBG/SeGfT6w97A/YGxRUP285/5nMFj0yBUYjg4oA30qCVFJI3rGetG2kCJa1NfE/HGeJIjkuX/iBDDpFKp9iuKckndcBfTP5sGNAy63wgs/NwLzwEyFEV5R6VSXfrCaUIIIcR5eAKecBALhzBv99Bt3p4hYa3b043L7zrnMVWozjkWYzCtSkuEPuJ0sBt8fbbtZwmDUfooTFrTFfmSGwgG8Ct+/EE/voBvyG2f4gvdDoauz3bb5XfR5mw7oxdt8IyIAyJ0EeEwlpuWe0ZAS45IJloffcW+3KtUKgwaAwaN4bxTzV+soBLE5Xfh8DkwaAyyAHQ/lUqFxWjBYrSMdVOEmJIuJsCd7a9u+BNPpVKpgaeBr1/wQCrVg8CDAJmZmRfXwgnu9ttv5+TJk0O2/dd//RcrV164m/1yniuEEOOR2+8eErA+H7g+f38grA1MEnA2WrWWGH1MeGxFSmQKhfrC8P0YQ0x4tq/B28xaM76gLzTDmzfUKzMw29vgbYOn6e7zhq473B009DaEt58vKA5QoTpn6DNpTQSV4FmD1ZBrpT+UDQ5eg7b5Ff8ZPWDDFWOICQexImvRkF6zZHMyiebESV8+pVapwyWVQggxXlxMgGsEMgbdTweaB92PAoqBrf1n2JKBt1Uq1e2fL6NUFOUF4AUIlVBeRrsnjLfffntMniuEEFeCN+Clw91Bh7uDTndn+Pbg+53uTuxuO53uzjNK0gbTqrXhQe3R+mjSItOYGT+TGH0MscbY8Jo7MYaY0Lb+IHY5PVt6jZ44Tdxl99b4g/5w0BsIeRcTBnu9vZxynMLpd6JRadCpdWjV2jOujVpj+Pbg7Wfbd+D2ubZr1Vq0Ki06zdlvm7QmEswJV3Q6dyGEEBfvYgLcp0CeSqXKBpqAe4AvDzyoKEo3YB24r1KptnIRY+CEEEKMP76Aj07PhYPYwP0+X99Zj6NVa4kzxBFnisNisJARnYHFYCHOGEesMfaM3rBoffQVKzEcDVq1NhwuhRBCiNF0wQCnKIpfpVI9CrxPaBmBlxRFqVSpVE8A+xRFkW4iIYQYx7o93bQ4WkLBzNVBp6cTu8s+5P5AWOv1nn0JFK1KGx7zEmeMo9haTLwxfsi2gYvFaCFKFzVhw5gQQggxnl3UIhOKorwHvPe5bf9xjn2vvfxmCSGEGA5fwEdNZw1ltjLK2kML6db31J+xn1qlxmIIha94Yzwz4maEw9fnw1icMe6KTkQhhBBCiHMbuVUChRBCXFGKonDKcYqy9jLKbGWUt5dTZa8KL4BsNVkptZZy5/Q7yYzKHBLMog3RU2racyGEEGKykAA3iN1uDy+e3dLSgkajISEhAeCiF+QGeOmll1i9ejXJycmj1lYhxNTj8DmosFVQbivnUPshytvLsbvtABg0BmbGz+SewnsoTSil1FoqazMJIYQQk5AEuEHi4+M5ePAgAD/60Y+IjIzk8ccvfVm7l156iblz545agPP7/Wi18k8nxGQWCAY41n2M8vbycDnksa5j4XXLsqKzWJy6mNKEUkoSSsi35KNT68a41UIIIYQYbeM2BWx5+QXa6o+P6DETp+Ww4usPDuu5r7zyCr/61a/wer0sXryYZ599lmAwyH333cfBgwdRFIUHH3yQpKQkDh48yNq1azGZTOfsufvhD3/Ie++9h8vlYunSpTz33HOoVCqWLl3Ks88+y+zZs2lpaWHp0qXU1tbyu9/9js2bN9PX14fH4+H999/n8ccfZ9OmTahUKn74wx+yZs0aAJ588klee+011Go1t956Kz/5yU8u6+cmhBh9NpctVArZP26twlYRnnI/xhBDibWEVdNWUZJQQom1RGY7FEIIIaaocRvgxpOKigo2bNjArl270Gq1PPjgg6xbt47c3FxsNhvl5eUAdHV1ERsbyy9/+ctwCDuXxx57jP/9v/83iqLw5S9/mb///e/cfPPN523HJ598wsGDB7FYLKxfv56qqioOHTpEe3s7V111FcuWLWPPnj1s3LiRvXv3YjKZ6OjoGNGfhRDjVVAJ0tTbRJenC7POjFlrDl3rzOOuZ8rtd3O443A4rJW1l3HKcQoIzfZYEFfA7bm3h0ohE0rJjMqUUkghhBBCAOM4wA23p2w0bN68mU8//ZT58+cD4HK5yMjI4MYbb6S6uprHHnuM1atXs2rVqos+5ocffsj/+T//B7fbjc1mY968eRcMcKtWrcJisQDw8ccf8+UvfxmNRkNycjJLly5l3759bN68mW984xuYTKEFWOPiLm9xWiHGI4fPwdHOo9R01lDdUU11ZzVHO4+ec5FonVp3OtQNCnbh29rP3b7A4xG6CHSaiwuFiqJQ31MfDmpltjJqOmrwK34AUiNSmZUwi6/O+CqlCaUUxhVi1BpH7GclhBBCiMll3Aa48URRFL7xjW/w4x//+IzHysrK2LhxI7/4xS944403eOGFFy54PKfTyaOPPspnn31GWloaP/jBD3C73QBotVqCwSBAeNuAiIiIIW06V1vlTL2YLBRFobGvkZrOGmo6aqjurKams4aG3obwPlG6KPLj8rlj+h0UWAqwmqy4/C6cfidOnxOHzxG+7fQ7Q4/13+5yd53x2MXSqrXnDYAmrYkWZwsVtgq6Pd0AmLVmSqwlfL3465RYSyhNKMVqso74z00IIYQQk5cEuIuwcuVK1qxZw2OPPYbVasVut+NwODCZTBiNRu6++26ys7N5+OGHAYiKiqK39+yL4UKoB0+tVmO1Wunt7eWNN97gK1/5CgBZWVns37+fuXPn8vrrr5/zGMuWLePll1/mK1/5CjabjZ07d/LMM88QDAZ56qmnwmPwOjo6pBdOTAhOn5OjXUep7giFtIGLw+cAQIWKzOhMCuMKuSP3DvIt+RTEFZASkTJiJy0CwQDugDsc6IZz3epsxekPBUeL0cLKzJWhiUasJeTE5KBRa0akrUIIIYSYmiTAXYSSkhJ++MMfsnLlSoLBIDqdjueffx6NRsP9998f7vV66qmnALjvvvt44IEHzjmJSXx8PP/4j/9IcXEx06ZNY+HCheHHvve977F27Vp+//vfs2LFinO2ac2aNezevZtZs2ahUqn4+c9/TmJiIrfeeiuHDh1i/vz56HQ6brvttrP2HAoxVhRFodnRPKRHrbqjmobehvAMi5G6SPIt+dyacysFcQUUWAqYHjsds848qm3TqDVEqCOI0EVceGchhBBCiDGgOlcp3mibP3++sm/fviHbDh8+zIwZM8akPWJ45N9MnI/L76K2s5bqzupwz9rRzqP0+k73UGdGZZJvySc/Lp8CSwH5lnzSItOkFFgIIYQQk55KpdqvKMr8S3mO9MAJIS6boii0OFqG9KjVdNZQ31Mf7lUza83kW/JZnbM6FNj6L6PdqyaEEEIIMZlIgBtlt99+OydPnhyy7b/+679YuXLlGLVIiMvj9rup7aodEtRqOmvo8faE90mPTKcgroCbs28O9arFhXrV1Cr1GLZcCCGEmDp8ngCnjnWRnBOD3ihf+ScT+dccZW+//fZYN0GIYVEUhVZna3ia/oHAdrL3JEElNFOqSWsiz5LHjVk3hoNaXmwekfrIMW69EOenKArd7S40WjUGsxadQSNlu0KISUFRFE4csrHjLzX0dXjQm7TMWJJCyfJ0YhJMY908MQLGXYCTafAnjrEaPylG3sX0qqVFppFvyeem7JvCY9XSo9KlV01MGAFfkMaaTuoO2agrt9HX6Qk/plarMERoMZh1GPuvDRFajGYdBrMWQ4QO48B1RP+2/n00Gvk/MNmdOtZNr91F3vwkVGr5jjKg5Xg3OoOG+DQ5aTdedLe72LG+hvoKO3GpEay8L5f6chvlHzVy6MMGskqszLounbQCi3zfHiOKomBr7KO+3EZduX1YxxhXAc5oNGK324mPj5dfqnFOURTsdjtGoyw4PJEM7lWr6Tw9C2R9T/1Ze9UGpuqXXjUxUbl6vdSV26krt3GyqgO/J4DWoCFzRhzzV8ehUqvwOPy4nT48Tj8ehw+P04ezx0tniyO0zek/72voDJozwt9A2DOYtf2Bb2ggNEbo0Bml128icHR5ePdXh/A4/VTuaGbFVwuJTZraY3cd3R52rK/h2GftAMSnRVKwMJn8BUlExBrGuHVTk98X4MCmk+z/ez1qtYola6ZTsiIdjUZNwcJk+jo9VGxvpHJHM3VlNuJSIyhdkU7+wmR0elneZrT5vAEaj3RSV26jvtyOo8sDKkicFj2s442rWSh9Ph+NjY1nLGAtxiej0Uh6ejo6nW6smyLOwu13c6zr2BkTi5ytV60gLtSjVmApkF41MaEpikJni5O6Mht1ZTZOHe8GBSJiDWSXWskqtZJWEItWd/FfWIJBBa/Lj9vhw+Pw43H6QoFv4Pbnrj3O0/sG/MFzHlelVoXDnDlaT95VSRQsTEZnkC9T44WiKLzz7CGaa7qYf0sWn71/koA/yIJbs5m9MgP1FOt9VRSFI5+cYufrtfi9QeavzsJg1lK9p4XWEz2oVJBeaKFgYTLZsxNk3NUVcrLSzvZ1NXS3u5g+L5Ela/KItJw9SPt9AY5+2kbZlgZsDX0YzFpmLkml+No0ouOlvHIk9dhd1Jfbqa+w01jdScAXRGfQkDkzjmklVqYVx2OO1g9rFspxFeCEEJduoFdtIKSdr1dtIKTlW/LJs+QRpY8a49YLcfkCgSCnarupK7NxosxGT7sLgITMKLJKrWSXWrFmRI5Jb5ffGzgd6M4R8jxOHx2nnNib+kJjVRanULw8jdjEqd3LMx5U7mhi65+quWZtPqUr0nF0edj2WjUnDtlIyIziun8oxJo+Nf6OdrfprNMoAAAgAElEQVS72PqnIzQe6SRlegwrvlqIJfn0mpldrU6q97RQvaeFXrsbrUFD7uwEChYmk1ZoQS2lpyOur9PNx389yrHP2olJNLH8ngIyZsZd1HMVReHUsW7KPmrk+MF2UBSyZydQuiKd1LxYqQ4YhmBQofVET38vmw17kwOA6AQT2SVWppXGkzo9Fo126IkfCXBCTAE93h72nNrD/tb95+1VG9yzlhGVIb1qU9hkHFvscfo4WdnBiTIbJyvteJx+NFo16YUWskqtZJXEE2mZOCXeiqLQcryH8q2NHNvfRjCokFkUT+mKdDJnxsm4qzHQY3Ox7sd7ScqO5vbvzA7/GyiKwrHP2tm+rhqPw8+cVZnMvyXrknp1J5JgIMihjxrZ+/Zx1BoVi+6aTtHS1HP+TirBUDCo3tNC7f42vC4/ETF68hYkU7AwGWu6lONfrkAgSNmHjex99wRKUGH+zVnMuSETjW54n/O9HW4qtjVR+XETHoef+LRISq9LJ/+qJLRSXnleHqePk1UdoTL9ig7cDh9qtYqU6TFMKwl9FsUmmc/7GSwBTohJyB/0U2Gr4JPmT9jZvJNyWzlBJRjqVYvNIz8uP9yzJr1qYoCr10t9pZ36cjsNhztQqVVYkszEJpuJTTJjSY7AkmQm2mqcMGVg3e2ucC/bqaNdBIMKpigd00qsZJdYSZ9hmRQlW45uD5U7mqnc3oSzx0tMgomSa9MpXJSMwSwl61eCElT429MHsDX0cs9/LCQq7syTAW6Hj51/PcqR3S3EJpm57muFpEyPHYPWjh5bYy9b/niEtvpeskqtLL+34JyleWfj9wWoK7NTvaeFkxV2gkFFxstdpuajnWx7rYaOZgdZJfFcszafaOvIlD76vQFqPm2l7KMG7E0OjBE6Zl6TSvGytLP+H5iKFEWhq9VJXVlobPWpY90oQQVjhI5pxfFMK4knc2bcJf2tlgAnxCTR3NfMruZd7Grexe5Tu+n19qJCRVF8EYvTFjPXdDUJznRMJgMGsxa9SRu+lhnxpiZFUbA19IVKNyrstNb1gALmaD2ZxfGoNSq6Wpx0tjhw9frCz1NrVMQkmLAkR/QHu1DIsySZxzwsBIMKbXU9nOifNbKjOVSOYkmJCI9nS8qOnrSlWQF/kOMH2inb0kjL8W60Bg0FC5MpWZ4ms/6NsoObT7Lz9Vqu/8cZFC5KOe++JyvtbP1TNb2dbkqWp3P1nTkT/kSC3xdg37t1HNh0EkOElmX3FJA7N+GyevJdfV5q97XJeLlhcvZ42fVGLdV7WoiKM3LN2jyyZyWMymspikJzTRdlWxo5cagdVCpyZidQel06Kbkxk66i40ICviDNR7uoqwjNGjlQph+fFklWSTzTSi7vs0gCnBATlNPnZF/rPnY27WRX8y7qeuoASDQnsiR1CYuSF5PrKcZe7aau3B7+Ins2WoMG46BQZzBp0Zu1GEwDU58Pfcxg1g0JgJP1y/Bk5HX7aTzcSV1FKLQ5u73hWa2ySuKZVhxPQkbUGaVOboePrlYnnS1Oulod/ddOuttcBIOnPxNM0fpwr52lv9cuNslMVLxx1H5PBt7Tif4xBK5eHyq1itS8GLJLE8gqjScmYeqNDWs/2Uv51kZqPm0l4AuSlh9LyYp0skutE6YHdaLoaHbwlyc/JbMojpsfLrmoL6tet589bx2nbGsjkRYD136lkGlF8VegtSOv+WgnW16tpqvVSeGiZJasycMYMbIncwbGy9XsbaHHFhovlzPbSsHCZNIL4+RzaJBgUKFyexO73zqO3xtgzg2ZzFuddcVmjuyxuajY1kTVzmY8Tj8JmVGUrkhn+vzESVs2DKHAXN8f2BqqOvB5Amh0atILLOHQNlK9khLghJgggkqQ6o5qdjbv5JPmT/is7TP8QT9GjZF5yfNYnLKYBZarUTdGU19hp77SjsfhD9VV58WSVRJPSm4sAX8Qj8uP1+nD7fTjdYWmPA9t8+Nx+cLToHtdoe1c4L+83qgZEvj0Jm0oEJ4l8BlMWgwRWnQGLRqtCo1WjVqrRqMJ3ZZxOyOvq9UZ7mVrPtpFMKCgN2n7Z7WKJ3NmaFar4QgEgvTa3HS2nA51nS1OOlsdeBynp9LXaNXEJpnCpZjhnrsk87DOovd1hk5MnDhko6m6k4A/iN6kZVpxPFmlofc00l8gJyp3n4+qnc1UbGuit8NNpMVA8fI0Zi5JxRQ1vH93cVogEOSNp/bT2+Hm3v9YeMn/l04d62bLHw/T2eKk4Opklq7Jwxg5MX53PS4/n2w4RuX2JqKtRq79SiEZMy5uQozhGphIo3pPC8f2t+Fx+jHH6MmX8XIAtJ7oYdtr1bSf7CW90MKye/KHTBxzJfk8Aar3tFC2pZHOUw5MUTqKrkmjeFnapCiFHVzFUldmo62+FwjNYJxVEk9WiZW0QsuoBGcJcEKMYzaXLVwW+UnzJ3S4OwDIt+SzJHUJV6dcTa5qBs2VvdSX22iu7a+rjgzVVWeVWMmYGYfBNPwyEyWo4PUE8Dh9p8Pe4IDn9A0Kf4Med/nwOv143YFLej2VWhUKczo16v5QF74eCHo6NWqN+nQAHHy7fx+1dvDjoevwbZ0ajUaNuv9xY4SO2CTzpPnCP7h0o77cTnd/6YYlJYKs/nr75NyYUS+ddfV5Q6GuxUlnq5Ou/pDXY3Mx+GMkItYwJNBZkkMhLzLWMGQSCFtDHyf6p/pvPxn6oIy2GkO9bLOspEwf/fc0kQWDCnVlNsq3NtJ4pBONVk3e/ERKVqQPe10hAXvfOcGn75zgpgeLyZ2bOKxjBHxB9m2s47O/149Y+eFoO3GonW2v1eDs9lB6fQYLb8u54stZ+H0B6stD4+XqK+wEA1N3vJzb4WP3345R+XEz5mg9S+/OY/q8xHHxO6QoCo3VnZR91EhduQ21SkXuvERKV6STlB09Ltp4sXyeAA2HO6jvPynq6K9iScqKJqvEyrSSeKzpoz+DsQQ4IcYRT8DDZ62fhScfqemsASDOGMfVKVezJG0JCxIW4mvWUd8/GLb7c3XVWaVWErPGzxifgfWwToe/UODzuQME/EGCAYWAP3j6ti9IIKAQ7N825LZfIRjovz7L46ePdXrbpfy5MkXpQhN19AeIgTLAqDjjuO8Z7Ov0cLIy9DvRcKQTf3/pRlq+JVwaOVKD1i9XwBeku91FZ6vjdI9dSyjgDQ78Wp2a2OTQz7/9ZC99naFFTJOzo/un+k/AknL+mbrE2XU0Oyjf1siR3S34PQGSsqMpuTad6XMThz0r3VTUVt/DG0/tZ/r8RG74RtFlH8/W2MdHfzhM+8lesmeFJgAZbyHE2eNlx/oaave3EZ8WyYqvFZKUNfYnAKbqeDklqHBk9yl2vXkMj9NP6Yp0Ftyajf4yTtyOpu52F+VbGzm8sxmvO0DitChKr8sYN397FEXB4/Tj7PH2Xzw4u724er3YGvtoqu4i4A+iM4bWZssqsZJZNPwqluGSACfEGFIUhePdx9nVvIudzTvZ37Ifd8CNVq1lbuJcFqUuYnHqYjK1OTRWdYamnK3qwOcOoNGqSQvXVcfLYprnEAyeLQAODYPOHm94so7O/muP83T5n1anJibJTFyymdhwwDMTm2ges+mSBybrGCiNtDX0ARBpMYSmIS6OH7XSjdGiKIP+LVoHeu4cdLe7iE+NJKs0nmnF1iv+QTmZeVx+jnxyivKtjXS3uTBF6ylamkrRNWmXNHPgVOT3BfjLk/vwuvzc8+8LRqwHPxgIcujDRvb8z3E0WjVLvjidGUtSxvxERWhB7hZ2vn4UnzfAVauzmXNj5rjs9T5jvJxeTc6chEk3Xs7W2Me2P1fTcryb5JwYln+5YMKUkHrdfqp3h8oru1qdmKL1FC9Lo+iaVCJiRv5vj9d9OpS5wuHMi7Pbg7PXF7ru8eLs9RL0n5lz1BoV0VZTf3VTPClnWZvtSpIAJ8QV1uXuYnfLbnY1hUojW52tAGRFZ7E4dTFL0pYwL3EerjYlXFcdnh0wRk9W/xoh6YVxV7xcZapQFAV3ny8c5sI9RK0Oeuzu02MCVRAVZwz32IWDXVIEpijdiH/hcjt8NFR1UFdh42RlB+6+0GQdyTn9pRvF8cSlRoz5Fz0x8ShBhYbDHZRvbaSuwo5apSJnTgIl16aTMn3qzSB3MXa+fpSDmxu47duzyByFyUe62pxsffUITTVdpBXEsuKrhWM2Gc+FFuQer845Xu6qJAquTp6wC6p7XX72/s8JyrY2YjBrWXxXLoVXp4z7SpGzGfjbU7alkfoKO2qNiunzEyldkXHBnt2AL4iz14uzu7+nbHAw6+nf3hu67fecOZxDpQJjlB5ztJ6I6NC1OUaPKSp0bY42hLZF6zGYtePq76AEOCFGmS/oo7y9PDz5SIWtAgWFKF0UV6dezeLUxSxKXUSSPpnG6k7qy0NlcH2dHgASp0X1LzJsxZox+nXV4vz83gBdbS46W/rL/045wr1Ffl8wvJ/BrB1aijmMNdQURaGj2UF9Reh3ouV4T3jtmMziOLKKQ2McJ8vYPTE+dLe7qNjWyOFdp/A4/cSnR1J6bTp5C5ImVI/uaGo+2smGnx+g6Jo0rv1ywai9jhJUqNrZzK43agkGFBbcnsOs6zOuWA9SMKhQ9lEDe94+jkqtYvEXcim6Jm1CBoWzj5eLIK3AgjU9CmtGJHEpEWPaq3IhiqJQu6+Nj18/irPHS9HSVK6+M3fSfAZ0tTpD5ZWfnMLnDpCcE03eVUn4PAFcPb4zQtrgSpnBDBHa/vClGxLCzDF6zIPCmTFSN2F7YyXACTGCFEWhsa+RSnslVbYqquxVVNgrcPgcqFVqSqwloSn+UxdRbC3G3R0ITznbeLgDvy+I1qAho9BCVmmoR2U0SgnEyFOCCr2d7v5SzFAJ4EC4c/V4w/upNSpiEgfKMU/33A3MxujzBmg60kldhZ36Cht9HaEgb82IDE9MM57GOIrJy+cNULOnhfKtjdibHBjMWmYsSaVkedq4GU85FrxuP+v/v70ArP3Bgisytqqv08O216qpK7OROC2K6/5hxqiv62dr7GPLHw+HFuQuiWfZvQWTZmFmd5+Po/taObqvlfaTvfi9oZNvao0KS0oE1vTI0CUjCmt65LgISJ0tDravq6HxSCcJmVEsv7eApOyxH3s4GrwuP4c/OUX5lsbwOH+dQXM6hEXrzwxoAz1nUfpxMZZutEmAE2KYFEXhlONUKKzZq6i0VVJpr6TH2wOATq0j35JPsbWYhSkLWZiykChtFG0ne0Pjlsrt4Zn0ouKM/b1s8aTmx07qdVKmorOtodbZ4qS73YUyaA21iBg9bqefwKAgP604NO5LxiOJsaIoCqdquyjb0sTxg+0oikJWiZXSa9NJn2GZclUBW/90hMqPm/nC/zOX1OmxV+x1FUWhdn8bO9bX4HH4mXvzNObflDXiX1b9vgD73qvjwPuhBbmvWZs/bmYzHA3BoEJ3mxNbYx+2hj5sjb3YGvpwDjrxFhlnCPXSpUdizYjEmh5FdPyVmdzK5w2w/706DnxwEq1ew9V35FC0LG1KnMRTggp9XR6METoZMvI5EuCEuAiKotDqbD0d1vp72Do9nQBoVVryLHnMjJ9JkbWIovgi8mLz0Gl0pxdOLrdRV2HH1eNFpYLk3JjwlLNxKTJuaSoK+EOzMQ5M1tHZ4sRg1pJVbCU1L3ZKnEUUE0tfp5vKHc1U7mjC1esjNslMybVpFF6dMm5nvRtJ9ZV23vnlIebckMniL04fkza4+rx8/Nej1OxpxZISwXVfKyQ5J2ZEjt18tIstrx6hq3XirUk30pw93nCYC4W7XrpaneGZjfVGDfHpkeHyS2t6JHGpESN6AvbEoXZ2rD9Kb4ebgquTWXzXdJnESQAS4IQ4q3ZnezioVdorqbRVYnfbAdCoNOTG5lIUHwpqRdYi8ix5GDQGPE7f0LN4jX10NDtOL5xcFJpydlpR/JT9UBRCTHwBX5Daz9oo39pI64keDBFabn10FsnZIxMkxiO3w8e6J/ZgiNBx97/NH/NKifoKO1v/dIS+Lg+zVmSw8I7hr8Pm7V+Qu2J7E1HxRq79SgGZM0d+YpaJzucN0NHswNYQ+ny3N4bCna9/ggyVWoUl2dxfgnk62JmiLi109dhc7FhfQ125HUtKBMvvzSct3zIab0lMUBLgxJRnd9mHhLUqWxVtrjYA1Co1OTE5oZ61+CJmxs+kIK4Ao8ZIr90dPitn6/8j3mt3h49ritKRkBGFNSOKzJlxJMsiw0KISaj1RA+bXqzA3efjtu/MHrHeoPFm04uVHNvfxprvzychc3zMXuh1+9m94Rjl20LBa8VXC8mYEXdJx6grs7HttepwEFxwe/akXTNtNChBhW6bK3zidiDUDUxEBhARazhjXF1MgumMEsyAL8iBD+rZt7EelVrFgluyKb0+Xb47iDNIgBNTSpe7a2jPmr2SFkcLACpUZMVkhYNaUXwRhXGFGDDSccrRH9JOl1N4Xf2zH6nAkmTuL6U4/cdZJh8RQkwVvR1u/vb0AVy9Xm779mxScidXiKvd38b7v61gwW3ZXHVL9lg35wyDSx8LF6ew5IvTLzjxhrPHy8d/qeHovjbiUiNY8bXCSd2DeqW5+rzhihx7//eHjlPO8LhnrUGDNS0i3FOnN2nZ8/Zxuttc5M5NYOndeURaJsekMWLkSYATk1a3p5vDHYfDk4tU2ato6msKPz4tetqQnrUZcTPQ+gxDe9Ua+ug85SA48AdXryY+7XRIs2ZEEp8aKYNrhRBTXl+nh789/RnObi+3fnvWFZ3gYzQ5uj2se2Iv0VYjd/3rvHHbG+L3Bfj03ToObDqJKVLHsnvzyZ2TeMZ+iqJQvaeFj/96FJ8nwPybs5h747RxPX3+ZOH3Beg85aS94XRPna2hF687VIIZk2Bi2T35o7KuoJhcJMCJEaEEQ7NjeVx+DCYtepMWvVETuh64GDSjPmOT3WVnQ+0G3qp9i7qeuvD29Mj0IROMFMYVQo/+jAHKQ0oeYvTED6phT8iIIjrBNCVmfhJCiOFwdHn429MH6OvycNujs0jNm9ghTlEU3nuunIaqDr70/15FXMr4X7y6/WQvH/3xMLaGPnLnJHDNPfnhipAem4utf66moaqDlNwYrv1q4YR4T5OZoij02t1021yk5MaM+dhKMTFIgBOXzdnjZfPvK2k43HnBfXVGzdkDnnHoNkN4m2bo4ybNGX/cFEXhQNsB1lWv44P6D/AH/SxIXsCi1EWhMWtRhQQ6tEMmF7E39oXPeKlUEJscEe5RS0iPIj49UmZ6EkKIYXB0e3jr6QP0dnq49ZHSCT35wuFdzXz0hyMsWTOd2Sszx7o5Fy0QCHJocwN7/+cEWr2aJWum43UF2P3WMVQqFYu+kEvxsom5ILcQQgKcuEwNRzr44KUqvC4/13wpj2nFVrwuP163H6/Lj8flx+cO4Bm0zesOhK5dZ973+4IXfE21VoXBpEVrUONSO2gLtNAd7EDRBUi3pjIjOR9rZBydrc5QCWTL6ZpznUEzdCBxRiRxKRFo9XLGSwghRko4xHW4ueWRWaQXTLwQ12N3se7He0nIiOLOf54zIcNOZ4uDLa8e4VRtNwDTSuJZPokW5BZiqpIAJ4YlGAjy6bt17NtYhyXJzI3fLCY+LfKyjxsIBPG5Phf4Boc8t5/WThtHWmpo7mhB7dMRo7ZgVSdiDJrxuYN4XX4UBSIthiGTilgzIomOP3PWJyGEECPP2ePlrf8+QE+7i9WPlJJReGmzI44lJajw1jMHaavr4Z5/X0C01TTWTRo2JahwZHcLOoOG3LkJsuaoEJOABDhxyfo6PXzwUiXNR7soXJTMsnsKRn0SD1/Ax4cnP2R99Xr2te5Dr9ZzU/ZNrC1YS4m1ZMgHkqIoBP2KLIIshBBjzNnj5e1nDtDV5uKWb5WSMXNihLiyLQ3sWH+UFV8tZObS1LFujhBCDDGcACeLg0xh9RV2Nr9chd8X5Pqvz6Dw6pRRfb0WRwt/rfkrb9S8gd1tJy0yjX+Z9y/cOf1OLMazl+SoVCo0OjnDKIQQY80creeO787hrf8+yLu/LmP1t0rG/Qx7Xa1OPnnzGNNK4pmxZHQ/44QQ4kqRADcFBQJB9rx1nAObThKfFsGN3yzGkjw6M1cFlSC7T+1m/ZH1bG3ciqIoLEtfxtqCtSxJW4JaJT1rQggxUZii9Nzxz7N5+5mDvPdcOTc/XMK04vEZ4oKBIJtfrkKjU7Piq4VSbiiEmDQkwE0xPXYXH7xYScvxHoquSWXp3XmjMulHt6ebt2rf4i81f6G+p544YxzfKP4Ga/LXkBaZNuKvJ4QQ4sowRQ70xB3gvefLuPmhErJKrGPdrDN8tukkrSd6WHV/UXjqfSGEmAwkwE0hxw+289EfDhMMKqx6oIi8+Ukj/hqVtkrWVa9j44mNeAIe5iTO4VuzvsUN025Ar5Gp/IUQYjIwRui447tzePuZg2x8vpybHiohu3T8hDhbYy+fvnOC6fMSybtq5D/rhBBiLEmAmwICviC7NtRS9lEjCZlRrHqgiNhE84gd3+138/e6v7P+yHoq7BWYtCZuz72dtQVrKYgrGLHXEUIIMX4YI3Tc/ths/ucXB/n7b8q58ZvF5MxOGOtmEfAF2fz7KowROpbfK59BQojJRwLcJNfd7uT931bSfrKX0hXpLL5r+ojN6Hiy5yR/qf4LG2o30OPtITcml39b8G/clnsbUfqoEXkNIYQQ41c4xP3yEO+/UBEKcXPGNsTtfecE9iYHtzxSijFSN6ZtEUKI0SABbhI7uq+Vra8eQaVWcfPDJSNyZtQf9LO9cTvrq9ezq3kXWpWW66ddz9qCtcxPmi+DxIUQYooxmHXc9p1QT9z7v61g1QNF5M5NHJO2nDrWzYFN9cxYkjIux+UJIcRImPIB7pMNx+hqdTLzmlQyZ8RNioWh/d4AH79eS+X2JpKyo1n1QBHR8Ze3cKnNZePNo2/y15q/0uJoIdGcyCOzH+GLeV8kwTz2JTNCCCHGjsGk5fbv9PfE/a6SVffD9HlXNsT5PAE+fLmKSIuRpWvyruhrCyHElTSlA5zX7efghydRAgrHD7YTnWCi6JpUZixOwRQ5MSfc6Gxx8P5vK7E39THnhkwW3pmDRjO8kklFUdjfup/11evZXL8Zv+JnUcoivn/V91mesRytekr/+gghhBhEb9Jy23dm8c4vD7HpxUoURRmVybLO5ZM3a+lud3HnP89Bb5LPJyHE5DWl/8I1HO4g6Fe47TuzcDt8VGxr4pM3j7H37RPkzkugeFk6yTnRE6YssHpPC1v/XI1Wq+aWR0qHXT7iC/jYULuB1468Rm1XLVH6KO6dcS9fyv8SWTFZI9toIYQQk4beqOXWb8/inWcP8cGLlShBhfwFyaP+ug2HOyjf1sSs6zJIK7CM+usJIcRYmtIBrq7MhsGsJa3AgkajJv+qZOxNfVRub+LInhZq9rQSnx5J8bI08hckoTeOzx+XzxNg+/oajuw6Rcr0GFbdX0SkxXjJx1EUhffr3+eZ/c/Q2NfIjLgZPLH4CW7KvgmT9vJKMIUQQkwNeqOWWx+dxbu/KmPz76tQFChYOHohzuPy89EfDmNJNnP1nTmj9jpCCDFejM9EcgUEgwr1FXYyZ8YNKTGMT4tk2b0FXP2FXGr2tlKxvYltf65m15u1FCxMpnhZGvFpkWPY8qHszX28/9tKOlsczF+dxVW3ZKEeRsnk/tb9/Gzfzyi3lZNnyeO5lc+xJHXJhOl9FEIIMX6EQ9yvD7H55SoURaHw6pRRea2P19fg6Pbyxe/NQ6vXjMprCCHEeDJlA1xbXQ+uXh9Z51h4VG/UUrwsjaJrUmk90UPFtiYO7zxFxbYmUqbHULwsjdw5iSM2Jf+lUhSFw7tOsWNdDbr+weMZM+Iu+TjHu4/z9P6n2dqwlURzIk8sfoLbc29Ho5YPQSGEEMOnM2i45ZFZvPfrMj585TBKEGYsHtkQd/xgO0d2tzB/dRZJ2dEjemwhhBivpmyAqyuzoVKryCyKP+9+KpWK5JwYknNiWHL3dI7saqFiRxMfvFTFx1FHmbE4laJrUom2XrkSQ6/bz9Y/VXP001bSCy2svG8mETGGSzqGzWXjuYPP8cbRNzBqjTw29zG+MuMrUiophBBixOj0Gm75p1Lee66Mj/54GEVRmLkkdUSO7er1svVPR7BmRDJ/ddaIHFMIISaCqRvgym2k5MZgjLj4RT5NkXrmrMpk9soMGg53ULG9iQOb6vlsUz3TiuIpXpZGZnE86lFciqD9ZC/v/66CnnYXC2/PYe5N0y7p9Zw+J69UvsLvK3+PL+BjbcFaHpr1EHHGS++9E0IIIS5Eq9ew+lulbHy+nC1/PIISVCi6Ju2yjqkoClv/XI3H5eeO785Box2bahghhBgLUzLA9dhd2JscLP7i9GE9f6DnLrMont4ON1UfN1P1cTPv/rqMqDgjRctSmbE4FXP0yC1FoCgKFdua+Pj1o5gidNz5L3NIzbv4mbb8QT8bajfw64O/xuayccO0G3hs7mNMi542Ym0UQgghzkar13Dzt0rY+HwFW/9UjaJA8bLhh7iava0cP9DOoi/kjqtx6UIIcSVMyQBXV2YHIPsc498uRVSckYW35zD/lixOHLRRsb2R3X87zt7/OUHunASKl6eRMj32siYD8Th9bPnjEY4daCezKJ6VX5+BKeriwqGiKGxr3MbT+5/mePdx5iTO4elrn2Z24uxht0cIIYS4VFqdhtUPl7DxhXK2/bkaJahQcm36JR+nr9PN9nU1pOTGMPuGzFFoqRBCjG9TM8CV24hNMhObZB6xY2o0aqbPS2T6vEQ6WxxUbG/iyCctHN3XRlxqBMXL0ihYmHzJi4u2nujh/d9V4Oj0sOiuXOaszER1kSWTFbYKfrbvZ+xr3UdWdBb/veK/uS7jOplZUgghxJvm8QoAACAASURBVJjQ6NTc/GAJf/9tBdvX1aAoULri4kOcoih89McjBANBrvvHGaM6ZEEIIcarKRfgvG4/TTWdlA7jrN/FsiRHcM2X8rn6zlyOftpK5fYmtq+rYdeGY+QvSKJ4WRoJGVHnPYaiKBz6sIFPNhzDHKPnC4/PJTkn5qJev6G3gV989gv+Xvd34oxx/GDhD7gr/y506osf7yeEEEKMBo1OzU0PFvP+byvYsb4GJagw6/qMi3pu5fYmGqo6WH5vPrGJI3cSVgghJpIpF+AaqjoI+hWySi6/fPJCdHoNM5ekMnNJKq11PVRsb6J6dwtVO5pJyo6mZHkaufMS0eqGTtnv7vPx4StV1JXbyZ5l5bp/mHFRk610ubv4TdlvWFe9Dp1ax0OlD3Ff8X1E6CJG6y0KIYQQl0yjVXPjN4vZ9LtKPv7rURRFYfbK85dDdrU52flGLRkz4yi6jPFzQggx0U25AFdXbsNg1pI8/eJ6s0ZKUlY0SVnRLPnidKp3t1CxvYnNLx/m47/WUrg4heJlqcQkmDlV28WmFytx9nq5Zm0eJdemX7Dk0e138+cjf+Z3Zb/D4Xfwhelf4J9m/xOJ5sQr9O6EEEKIS6PRqln1zSI++F0lO1+vRQnCnFVnD3HBoMJHrxxGrVFz3dcKZSiAEGJKm1IBLhhUqK+wk1kUj0YzNlMOGyN0zLo+g9Lr0mmq7qRiWxOHPmzg4AcnScmNoeVED1FxBr74vXkkTjv/oqRBJci7x9/lFwd+QYujheXpy/nu3O8y3TK82TWFEEKIK0mjUXPDA0XwYhW73qxFURTm3njm7MgHN5/k1LFuVn59BpEW4xi0VAghxo8pFeDa6npw9frIKj3/4t1XgkqlIr0wjvTCOBxdHqp2NlOzt5W8qxJZdk8BhgtMdrKreRdP73+aIx1HmBk/k58s+QkLUhZcodYLIYQQI0OjUbPq/plsVsMnG46hKArzbsoKP25v6mPP28fJmZ1A/sLksWuoEEKME1MqwJ0os4XWcJs59gFusIhYA1fdks1Vt2RfcN/qjmqe3v80O5t3khaZxn8u+09uzLoRtUoWMRVCCDExqTVqVt43E1Qqdv/tOEpQYf7qbAL+IJtfrsJg0nLtVwqkdFIIIZhiAa6uzEbq9JiLmhBkvGlxtPDsgWd5+9jbROmjeHz+49xbeC96zcgtFi6EEEKMlYEQp1LD/23v3qPkOOs7/7+/VdVd3T0z0sxI8kWSLdlgDL4FjAMJxKwvxAshh03OIVwDeMPZJGBjJywBxyS7Oeyy4HAL8UmcABtOzC0h2bA/dn8sJtgOxr/9ZbENRrKNucQay7JsySNpNJe+1eXZP6q6p2c0M5qRZ9Tdo8/rnD5V9dSln56prqpPPU93/5+v7cE5SBPH+BPTvPq3L17275+KiKx3p0yAmxyvcXj/DC9/XX99PmyqOcVfPfRXfP6Rz+Oc49oLr+UdF7+DjeHJ/RIWERGRteZ5xtVvvwAz47v/Yw8A5//cGZz7wi1drpmISO84ZQLc2O5xgJPy8wGrIUoivvLjr/AXP/gLJhoT/PK5v8y7X/Rutg5u7XbVRERE1oznGVe97QUERZ+nfjrB5a8/r9tVEhHpKadOgNs1zvDpFYZP7+0f/nTO8c3Hv8mnvvcpnph6gpee+VLe8+L3cMGmC7pdNRERkZPC84wr3nw+zjl97k1EZJ5TIsA16zFP/niCS67c3u2qLOnBgw/y0fs+yq7xXTx3+Lnc9srbePnWl+vkJSIipySd/0REjnVKBLgnHjlMmjh2XtK73Sfve/o+fusff4uRcIQPvuyDvPY5r8X3/G5XS0REREREesgpEeDGdo0TVgLOfE5vfvHHYxOPcePdN3LW0Fnc/urb9QUlIiIiIiKyoHX/42Fp6hh76BBnX7gJz++9lzteG+ed33onoR9y2ytvU3gTEREREZFFrfsWuAN7JqlPR5zTg90nq1GV6+68jiONI3zuVZ/TN0yKiIiIiMiS1n2AG9s1jucZZ1842u2qzBGnMe+75308evhRbr3qVi7cdGG3qyQiIiIiIj2u9/oUrrKx3eOced5Gwkqh21Vpc87xke9+hG/v+zYfeOkHeMX2V3S7SiIiIiIi0gfWdYCbHK9xeP9Mz/149+ce/hx/+6O/5Tcu+g1ef/7ru10dERERERHpE+s6wI3tHgfoqQD3jT3f4JMPfJJX73w1N156Y7erIyIiIiIifWRZAc7MXmVmPzKzn5rZTQvMf4+ZPWJmu8zsTjPbsfpVXbmxXeMMn15h+PRKt6sCwAMHHuDme2/m0tMu5T//wn/Gs3Wdn0VEREREZJUdN0GYmQ/8GfBq4ALgTWZ2wbzFvg9c5py7BPh74I9Xu6Ir1azFPPnjiZ758e49R/dww103sG1wG3961Z9S9IvdrpKIiIiIiPSZ5TQBvQT4qXPuMedcE/gb4N90LuCcu9s5V80n/xnYvrrVXLm9jxwmTRznXLKp21Vp/9Zb4AX6rTcRERERETlhywlw24AnOqb35WWLeQfwvxaaYWa/aWb3m9n9zzzzzPJreQLGdo8TVgLOOLe7YakaVXn3ne/mcP0wf3b1n7F9qOvZVkRERERE+tRyApwtUOYWXNDs14HLgI8uNN8592nn3GXOucu2bNmy/FquUJo6Hn/oEDsu2oTnd+9zZkma8P7vvJ9HDj/CLZffwkWbL+paXUREREREpP8t54e89wFndUxvB/bPX8jMXgl8APhXzrnG6lTvxBx47Cj16airn39zznHLfbfwT0/8Eze/9GauPPvKrtVFRERERETWh+U0T90HnGdm55hZEXgj8LXOBczsRcBfAq91zh1c/WquzNjuQ3iecfYFo12rw+2P3M6XH/0y1154LW96/pu6Vg8REREREVk/jhvgnHMxcD1wB/BD4CvOuYfN7INm9tp8sY8Cg8DfmdmDZva1RTZ3UoztHufM8zYSVgpdef47xu7gY/d/jGt2XMPvvvh3u1IHERERERFZf5bThRLn3NeBr88r+w8d469c5XqdsMnxGof3z/Dy1z23K8///YPf5+bv3MyLTnsR/+Xy/6LfehMRERERkVWz7tLFnl3jAF35/NvY0TFuuOsGzhw8kz+98k8J/fCk10FERERERNavdRfgxnaNM3JGheHTKif1eQ/VDvHOb70Tzzxuu/o2hkvDJ/X5RURERERk/VtXAa5Zi9n/kwl2XnxyW99qcY0b7rqB8do4t151K2dtOOv4K4mIiIiIiKzQsj4D1y/2PnKYNHEntftkkib8/nd+n93ju/nklZ/kki2XnLTnFhERERGRU8u6aoEb2zVOOBBwxrkbTtpzfuz+j3Hn3jt5/0vez9VnX33SnldERERERE496ybApanj8YcOsePCTXj+yXlZn3/k83zhh1/grRe8lbe84C0n5TlFREREROTUtW4C3IHHjlKfiU5a98lvPf4tPnrfR3nl2a/kvZe996Q8p4iIiIiInNrWTYAb2z2O5xlnX7hpzZ/rwYMPctN3buLiLRfz4cs/rN96ExERERGRk2LdJI89uw5x5nnDhOW1/V6WvZN7ueGuGzitchq3XnUrpaC0ps8nIiIiIiLSsi4C3NFnahx5aoZz1rj75JH6Ed75rXficNz2ytsYLY2u6fOJiIiIiIh0Whc/IzC2axyAnZesXffJelznhrtu4ED1AJ+95rPs2LBjzZ5LRERERERkIesjwO0eZ+SMChu3VNZk+6lLufnem/nBMz/g41d8nBee9sI1eR4REREREZGl9H0XykYtZv+PJ9b02yc/fv/H+cfH/5H3XvZefnHHL67Z84iIiIiIiCyl7wPcE48cJk0dOy9emwD3xR9+kdsfuZ03P//NvPWCt67Jc4iIiIiIiCxH3we4sV3jhAMBZ5y7YdW3fdfeu7jlu7dw5VlX8r6ffR9mturPISIiIiIislx9HeDS1PH4Q4fYcdEmPH91X8ruZ3bz/nvez0WbL+KWV9yC7/mrun0REREREZGV6usA9/RjR6nPRKveffKJqSe4/q7r2VzezK1X3Uo5KK/q9kVERERERE5EXwe4sV3jeJ5x9oWr9/MBE/UJ3vWtd5G4hD9/5Z+zqbx2P00gIiIiIiKyEn39MwJju8bZ+rxhwvLqvIxG0uDGu29k//R+PnPNZzhn4zmrsl0REREREZHV0LctcEefqXLk6eqqdZ9MXcoH7v0A3zv4PT50+Ye49PRLV2W7IiIiIiIiq6VvA9zYrkMA7Lxkdbo4/sn3/oQ7xu7gPS9+D6/a+apV2aaIiIiIiMhq6t8At3uckTMqbNxSedbb+ptH/4bPPfQ53nD+G7j2wmuffeVERERERETWQF8GuEYtZv+PJ9h5ybPvPnn33rv58Hc/zBXbr+Cml9yk33oTEREREZGe1ZcBbu/Dh0hT96wD3Fd/8lXe80/v4QWjL+CWV9xC4PX1d7qIiIiIiMg615eJZWz3OKWBAmecu/GE1k9dyq3fv5XP7v4sP3/mz/OxKz5GpfDsu2KKiIiIiIispb4LcGmS8vhDh9h50WY8b+XdHetxnQ/c+wG++fg3ed3zXsfNL72ZgldYg5qKiIiIiIisrr4LcE8/NkljJj6h7pPjtXFuvOtGdo/v5r2XvZe3XfA2feZNRERERET6Rt8FuLFd43i+cfYFoyta76dHfsp1d17HkcYRPnnlJ7n67KvXqIYiIiIiIiJro/8C3O5xtp43TLG8/Kr/7yf/N//+2/+eclDmc6/6HBduunANaygiIiIiIrI2+upbKI8+U+XI01V2Xrz87pNf+dFXeNed72Lr4Fa+9JovKbyJiIiIiEjf6qsWuLFdhwCW9fm3JE34xAOf4PZHbufybZfz0X/1UQYKA2tdRRERERERkTXTVwFuz65xRs4cYOOW8pLLVaMqN33nJu5+4m7e9Pw38b6ffZ9+401ERERERPpe36SaRi3mqZ9M8MJfPGvJ5Q5WD3L9ndfzoyM/4qaX3MRbXvCWk1RDERERERGRtdU3AW7vw4dIU7fk598ePfwo1915HdPNaW696lZesf0VJ7GGIiIiIiIia6tvvsRkbNc4pcECp5+7ccH59+y7h7f9r7dhGLe/+naFNxERERERWXf6IsClScrjDx1ix0Wb8Lxjf3j7iz/8Iu++693s3LCTL73mS5w/en4XaikiIiIiIrK2+qIL5dOPTdKoxsd0n4zTmD++74/58qNf5sqzruQjl3+ESqHSpVqKiIiIiIisrb4IcGO7xvF84+wLRttl081pfu+e3+PeJ+/l7Re8nd998e/ie34XaykiIiIiIrK2+iPA7R5n63nDFMtZdZ+aforr7rqOxyYe4w9/7g95/fmv73INRURERERE1l7PB7iJg1WOPF3lwldsA+Dh8Ye5/q7rqcd1/vzqP+dl217W5RqKiIiIiIicHD3/JSZju8YBOOeSzdz5+J1c+41rKXpFPv/qzyu8iYiIiIjIKaXnW+DGdo8zeuYA//D03/KJBz7BxZsv5lNXfYrN5cV/D05ERERERGQ96ukA16hG7P/JUWYu2MvtD3yca3Zcw4d+4UOUglK3qyYiIiIiInLS9XSAe/QHT+JSxx38Pf/u4n/H9S+6Hs96vteniIiIiIjImujZALdvah9/982vMxxs57pr3sGvPu9Xul0lERERERGRrurJ5qwHDz7Ir//PX2f0mbPZfuGwwpuIiIiIiAg9GOC+secbvOOOd7B95nmEcYXLXvL8bldJRERERESkJ/RMgHPO8eldn+b37vk9Ltp8Eb8xdAOeb5x9wWi3qyYiIiIiItITeiLARUnEH/x/f8Ct37+V15z7Gj5zzWd46pFptj1vmGK5Zz+mJyIiIiIiclJ1PR0dbRzld+7+He4/cD/v+pl38ds/89scPVhj4kCVi6/Y1u3qiYiIiIiI9IyuBrjHJx/nujuvY//0fj58+Yf55XN/Gch+vBtg58X6sW4REREREZGWrgW4alTlLV9/C4bx2Ws+y6WnX9qeN7ZrnNGtA2zYXO5W9URERERERHpO1z4DNzY5xkg4wpd+6UtzwlujGrH/p0fZeYla30RERERERDp1rQWuUqjwhV/6AhvDjXPK9z58GJc6dZ8UERERERGZp2stcDs27DgmvAHs2TVOabDA6eds6EKtREREREREelfXApxhx5SlScrehw+x86JNeN6x80VERERERE5lPfE7cC1P/ctRGtVYn38TERERERFZQE8FuLFd43iBcdYFo92uioiIiIiISM/prQC3+xDbnjdCsdT13xcXERERERHpOT0T4CYOVJk4UNW3T4qIiIiIiCyiZwLc2O5xAHZevKnLNREREREREelNvRPgdo0zunWADZvL3a6KiIiIiIhIT+qJAFefidj/06P69kkREREREZEl9ESA2/vIIVzqOEcBTkREREREZFE9EeDGdh2iPFTgtJ0bul0VERERERGRntW1AFdrJjxxuMpUtcnehw6x46JNeJ51qzoiIiIiIiI9z5xzXXni8Mzz3Jlv/xPOijzeOBNyzxbHzGlFRipFNg0UGR0I2TRYZHRg7mPTQJENpYLCnoiIiIiI9DUze8A5d9lK1unaL2bv3FThP73uEsbvPUD640nOesEmDjWaHK5GjB2a4fB0k5lmsuC6vmftoDcyUGDTQDgb8Fqhr1JktGM88Huit6iIiIiIiMgJ61qAGyoVeP1lZ/HF//EkG54/yvVvfuExy9SjhMMzzTmPQzNNDs80svHpJkeqTX749CSHZ5pMVKNFn29juXBMS15rfLhSZGO5wIZSwIZyIXuUAgbDADO19In0C+cczqEWehEREVm3uhbgACYOVJk4UOXiK7YvOL9U8Nk6XGbr8PJ+Gy5OUo5Uo3mhr5GHviz8HZlp8sThKg8+McGRmSZxungXUs/Iw1yBDeUgG5YKWdhrTXeMb2yHv6ysXPAVAEVWmXOOZ6YbjI1X2TM+zZ7xKmPjM4wdyh5x4tg6XGbbcJntI2W2j1TYNtIaL3PGhpJa5EVERKRvdTXA7dk1DsDOSzatyvYC32PLUMiWoXBZyzvnmKzFHK1FHK1FTNYjJtvDmMl6Xl6LmKzHTNYiHhufbq9Tixbu4tlS8G025LVa91phsD0+b14pYCAMGCwFDBQDfLUkyCnIOcfhmSZjh2baAW3PoZksqI3PzOleHXjG2aMVdm4e4GXP2UxY8HjySI0nJ2rc85NnODDZmLNt3zPO2FBi+0g5D3YVtneEvTM2ligG6yfgOeeoRQmB562r1yUiInKq6l6ASyLGfnCATVsH2LBpeS1sq83M2FgpsLFSOKH1m3HKVH023M0GvviYMNgKiPsnau3lG3F63OeoFH0Gw6w7ZyvUDZYChsLZoNeaP5APh0qz4631KgVf3cqk50xUm+zJW886W9L2jM8wVY/by/mesX2kzM5NA/zszlF2bsoC2zmbB9g2XF6yRa0RJzw1UWffkRr7jlR5cqLWHv/nfznE05NP0tkQb8ZswBvOA15H2Ns6XCIM/LX8sxzDOUc9Sts3myaqzfb4oo/q7Hirp0Gp4M25cTS/18BCPQk6l++3lsskzcJrtRlTayZUmwm1KJkzDuCb4Vl2TvC9bNwzw4x8Ohv3OuabZeV+xzzPI5/Olllo3fayrXW9bDrwjFLh5O5XIiLrlXOORpwyVY+ZbsRM1SOm6zFTjZipekwzTgkDj7DgEQZ+Nh54hIVsvFQ4tizwrGd61nXtWyhfvLXo3vHa/5dLB77Kz236GoRDEA7mwyEoDkK4YYHyodnxMF+mmM8vlLOrr25JE4hqEFXzR2122Dy2LKpP06xPE9WqxI0Z4sYMTQrMeBuY8oaYtEEm3BBH3ADjSYWD8QAH4zKHGgEzzZjpfKeMkuP/D83Iwl8YMBD6DJYKDIatcJiP58GvFQ7NIE4cqXPEqSNNs2HSejhHkuTDdO4jTo9dr73+Euu1ttu5vHOu/WYqF33KhexRKvpU8rJSXtaaXyr4VIpzp1vjlWL2RuyVN+F6N1WPsu6OHS1oj+VBrfNzq2awbbjMOZsH2LlpIA9oFXZuGuCs4ZBCNAXVw1A7vPQwTeYeM8KhuceJeY+mP8CBRpEnZox9R5vsO1LjyTzg7TtS4+nJOsm8rtanDYULdM+stLttLnYhXo8SJlshbF7IWuwxUc1uBjWTxW/4mNEOXxvLBYYrWeja2PFIUtfRo2DhXgbzX+d8A0V/TrjbuFBPgkUC4VAYLHgTqRmnWaCK4ixU5eGqM3RVo4Rac+782SAWt6dn52dly7lJ1ktKBY/RSpGRjs9oj1TyYf6FXK0v7hoZKDBSKVLo1VAdN+ed8+afE2fy6Y6yaF5ZswrJ3BZ05lyzuCXmLeCY+cdbf960F0ChAsUBKFayY0p7On8U8vJiXl4YmDvfL3b3OkWkD7QaSKbzsNUKYdONaM50O5TlwSwLaNGKro9XwjOysFfIg10r+HWEwDnB7zjLtsZfc8nW/vkWykbpLBw+O3/u+TA0DI1JaExBczobTh+ExvRsuVu6uyIA5s+GunYInBf2jikfAqzjBFOdPYG0TzAdZdECZa3l5p9ojqMAFPxiFjwLFQhKEDeyC9G4vviKQQnKI7B5FMojJOVhosIwjcIwtWCIarCRaW+QSYY4ShYAD6WDHG16zDTynb4RM9OIGZ+q5m+K7HG8C7jFtO42+152V7k97nn4HgSeh9caWms6u+vcGgakVCwm9CNKfkTJIooWU3AR9dRjOvaZrvs8E3lMxh6TkcdUZFSj9Ljn7YXMDXwe5aJPpRBQKvqUC157fiscZsHPxyw7z7v85N567lYVFppHe55bcPlsOp/nUvy0SZA28NMGQdrET+v4STMvr+O7Jp5LcH4R/BJpUAI/xAVhtn/kDwtKWFAkCDz8/O/se14+nPv3z6bz5XzrWN7m/P/mlmfDajPJPoM2Xm23oLVa08anm3P+Bjs3GBeNJlz13IjnVJpsL9c5s1Bl1JsmqE9k+//MYRjvCGa1CY65mGoxP3s/VEahPAp+ITt+HPqX2WNKVF10PygCZ+UPCgNzjw1nDpLuGKLmVZhKy0wkIYeikIPNAvvrBfbtCdj9sMd3khLTlJl2FaYpMTgwxLbRCkXf5gSx4wWKobxVrBXCTt8w2A5AG8sFhsvFOaGsFdQWC0cr4Zyj2kzm9iTo6Fp+dIGeBfsn6jxan2KyFjHViJd8H5rBYJiFuijJQlstSpb8HPJCioFHpePmTaUYUC76jA4U2T7iUy4E2fxia75PuRi038PlfN1svSz8pA7S/IaSy8dTRz7t2vPTtGO89Ug7p2fXTdN5ZR3ruvy5OrcVJVnAbn051+GZJnsPVzk805zTGj3fUCloB71NA7PhLwt+hbw8YDR0jIaOoSDFS5tZwEoa2Tknac4dxvV54Wol58a8PF28zosKytn5sDiQnxfL4IfHBB6HZcdY1xrPj62teR3H2ZSOY3JreTd7vM3WoaOsY3sOUrIDvgMsrVNIn6GQVCkk9XxYw2MZ1ye51Hwiv0zslYn8Sjbul/NhpT1slwXZcrPLZNMEZbxiGSuU8IslgmKZoFiiUChRLPgUA4+Cb4SBR9HPptsPP5vXLzcxk9QRJSlRkhInjihNiRJHHCdEUUQS10kaddKoDi6GNMVIwSV4aTY01ypLMZfPc63pbD5k46Rpex4uwWN2OTrWIU0wXF6eP4dz2TgOLwjxwgpBOIBfLBOUBgnCCn44kJ2jW9d+7X29T8J9Emfv92aVqD5NozZFVJsmqk0T17NH0qiSNqZJm9ly2TGjioub1ChSc0Vm0gLTaYGppMBUEnA0KjARBRyJA6aTgJoLqVOkTpGaC7P1CGlQAIyCbwyVCu2eZ4NhwNbhEkOloXbvs6G8x1prudmyAsXAoxmnNOLsZl8jTmhEaXu8HnXM6xyPUxpRx3jHevUoYaoeL7hePUo4wUvsBXWtBe55Oy90N/3aX/Bvb/kF7HgXHs5lJ5TG1LGPZkfIa0x3lHcuNz13+cUuBOfrDFftxwInmHb5vLJi5zqVedtqvWEX6b4Z1fKL1yP5BeyR7DGnbKJjOi9LmgtvD7LnLY/mF7sj2bA1XR7BlUeIisPM+BuoekOAw3fNPEA08NKIIG1gSQM/beIlTbykgZc0sKSZ/Y/ixuxFQWu6Nd65TFzPLiA61zmREz7g/BCCEOeHOL9I4hVJvWwYe0ViKxBbgYgiTQo0KdCgQJOAuguopYV86FNNA6pJQDX1mUl8pmKf6Tgb1lOfiIACMSVrEhIRElGiSWgRIc150/k40QLTTUrk6+Tzwva8E/s7LCZ1RiN/zXWKNFxhgekidbJha36dYrZcPr+9jmuNF9vThmPYphlhihGbZltYY3upzhlBFsw2uCnK8VGCxgQW1xavbGEgD2IdgWzRYb7/hhvAO04rRBIvckyYd+Oos6zzuNE6ptQnl3UzKcGnZhViy1qyPejoducwWl3pwMjKDcfskbDjGLVYi8Ocw9hCy89vPfCzY5pfzI47S44fb/6x46lXoO58qrHHTOIxE/vMxMZUZExGHpORMdkwjkbgeQWKxSKlYoEwLBIWi5TCIuV8ulwMKYcFKmHQEcSyENZznwt2DpII0igbdo6ncXbca5fl063xNMrn5+Ot42LSmBOwkqhBs1Gj0agRNerEzTpJ1CBt1nH58dOSJta6yeMisiNeRJGYgi0/YCwm9krEfonYLxN7JSIvJPJKNL0SkVeiYVlZg5CGV6JOSJ2QhoXUyC7EqvkFWZWQmbRIjSIzaUjVFZlJAmJnxPnFenbR7kjStN3zI04dcZKu6kXQs+coElOmwQB1ypYNK9agQp0KDSqWD/PyAerZ8pYPaVC2ej7M16dBaIt/s/ZiEmdzjteLHe8bFIisSGxFIi8ktuycmfhhdg71Q1IvJA1K2TnWD3FBCfKbhF6hBMUyXhCCS3Dt83kTS+q4uNm+NvCSejZMG3j5KP0EWgAADEhJREFUPtp5TRG4aHa/dY18mD2KNCkSE7aGlu3XYb5/+9ZTO8OzkuDRtJCmFWna7Hss8cL2ey/1Q9KgTOqXcYVy9j/Jry2tUMaKFbz8ERTLeGEFPwiJmlWSetbTK61nwSptVHHNGSyqZo+4ihdV8ZMaQVIjiGsU0hrFtE7R1QnTOiXqFFnZNUrDBdQIqRISuYDQIirWbF/znAiX3+yx9jV3R0NI5zX2UvP8YucWO0YXO+cusa8ta538eJZkx7g4vxERJSnbrnjH2rTAmdmrgE8BPvBZ59xH5s0PgduBFwOHgDc458aW2mazlrDj4s3HD2/ZE8z+wQdPW06VF5em2Z2D9gXaJGDHBq+gDH4Xv+OlUIaN27LHcjmX3flcMvh1TB98dHaZNMbIWiOKwMiJ1DkPUq0DPH4xbwnKywrl7MI8CDuWLS29ThBmZUnUcXe4MyRmgZK4ieUh0Z8TGFvLT88GxoW2s1SoN7Lm0hVwXjD7OvwQVyh3vN6B2Xl5ubVfcxkKHeOdf6M52yiB5+PiJmlUI4lquGa9PUyjOsT5MKrjohrEdcK4QSmut4OzxTUsyf6GXjyZDZMGfmuYrqxVueMPAIxAoRW4zlleMAuW9wVEK+YH7RsVz8pSN5M6bhz5jSkGG1PZftsy586qnZzyVll+VzgLC83Z91N7mI83phYu7xwu8n7xgEr+2HzsX+7EmJ91W/PyoXnzpv183O9Y1uuYFywwv3Nbfh6y4mUEsHj2b9AaT6MTvvG0zD8ABCG+H1IOipT9EIJifvwsQhhCsKHjuJnNc36R2CtQTwOOpPkNqdhnKs56MhyNPI5GHhMNY6JpHKrD4YZRT4P8BleQ3/HOLroaFHAsfpPEDAodrfeBZwS+R8EzfN865nn5PKPgzy4/5BkjeauQ7+XrzVt+fu+B1rLt3gB5r4HCgr0IZrczp6dBe1vzehZ0bsufLfc63mNuzr0Ut2B5p2N6YyyyTms0AppJBM0qFs3kLR7ZxTaNmey436yRNmskrWN/lB3zXVTHxdmx308aVOI6A/m5MrvpWsdLj+Ins708grRJEDfw4pMXiBI8IiuSWH6zNb/xOvsok/obSf0Q5xWp+SFVv4jzs329dfPW2tcKYXZetOz9npqB+Tjzsv23NW4+zmx2HK89jnmkHcum5sGc5aw9ns3z22Upfr6sl50qojpJo0barJLmH6NJm7Mt1xbXIKrjJTX8uIYX1/CSBkFaJ0jqFNI6hbhBwdUpuglCd4DQNQlpUKaR3yxeneNPzWWtW3UrUbfshkzNKzHpjRAVspbfJCiTBBXSQgUXVHCFMlYcyB7hAF6xgh8OEpQGKZQGKVQGKJSGKIVh1psp8BjOez21W3/bHz2qQTy/S3Vt0Xk2Z3417zWQr1c7svC8HuDnj9W40jluC5yZ+cCPgV8E9gH3AW9yzj3Sscy7gEucc79tZm8EftU594altnv2lvPdP33zXs590ZZn+xrk2XIua4GYH/zMmxNCjglWnfP84vFbQXpV6w566653XJ833hH40mj2Yqkw21XxmMDVzfC/mpzLXn9U62g5nQ2A7XKYG9DCjf27P8jxpQuFwWWOx3kAckk2TNN501nXpLnTcdZ1ac50MrvsotP59pfalhdk71evo/XRC2ZbGFvjXiEva40H+fzCCa4/b9wL5t3cCvOgeXJaHNPUMVWPOVxtMlWP2kGnM5AF3rxxfzYMyTrgXPa+yMPf3B4z84//HWWta4XOGwl5t/65N2Pnja+X82QXxElKM0lpNiOa9SpRfYaoPk3UqJI0qiSNrIUtC/YN/LCMXxzAL2fhqlgeolgepFgepDwwRFhY57973Lr52hn8kgbP6qbpstc5/vK26dwVt8AtJ8D9PPBHzrl/nU//PoBz7sMdy9yRL/P/m1kAPA1scUtsfMdp57uf7H2YYklvYBEREREROfWY2YoD3HJukW8DnuiY3peXLbiMcy4GjgJL/rhbWAkU3kRERERERFZgOQFuoXbA+S1ry1kGM/tNM7vfzO5vuOnl1E9ERERERERyywlw+8i/YTu3Hdi/2DJ5F8qNwOH5G3LOfdo5d5lz7rItW/TZNxERERERkZVYToC7DzjPzM4xsyLwRuBr85b5GvD2fPx1wF1Lff5NREREREREVu64H0JzzsVmdj1wB9m3X/6Vc+5hM/sgcL9z7mvAfwU+b2Y/JWt5e+NaVlpERERERORUtKxvEXHOfR34+ryy/9AxXgd+bXWrJiIiIiIiIp30Q00iIiIiIiJ9QgFORERERESkTyjAiYiIiIiI9AkFOBERERERkT6hACciIiIiItInFOBERERERET6hAKciIiIiIhIn1CAExERERER6RMKcCIiIiIiIn1CAU5ERERERKRPKMCJiIiIiIj0CQU4ERERERGRPqEAJyIiIiIi0icU4ERERERERPqEOee688RmzwCPd+XJpR9tBsa7XQmRFdJ+K/1I+630K+270o/Od84NrWSFYK1qcjzOuS3dem7pP2Z2v3Pusm7XQ2QltN9KP9J+K/1K+670IzO7f6XrqAuliIiIiIhIn1CAExERERER6RMKcNIvPt3tCoicAO230o+030q/0r4r/WjF+23XvsREREREREREVkYtcCIiIiIiIn1CAU56mpmNmdluM3vwRL6lR+RkMbO/MrODZvZQR9momf2jmf0kH450s44i8y2y3/6RmT2ZH3cfNLNf6mYdReYzs7PM7G4z+6GZPWxmN+blOuZKz1piv13xMVddKKWnmdkYcJlzTr/rIj3NzF4BTAO3O+cuysv+GDjsnPuImd0EjDjn3t/Neop0WmS//SNg2jn3sW7WTWQxZnYmcKZz7ntmNgQ8APwKcC065kqPWmK/fT0rPOaqBU5EZBU45+4BDs8r/jfAX+fjf012oBbpGYvstyI9zTn3lHPue/n4FPBDYBs65koPW2K/XTEFOOl1DvimmT1gZr/Z7cqIrNDpzrmnIDtwA6d1uT4iy3W9me3Ku1iqG5r0LDPbCbwI+D/omCt9Yt5+Cys85irASa97uXPuUuDVwHV5dx8REVk7twHPAV4IPAV8vLvVEVmYmQ0C/w34HefcZLfrI7IcC+y3Kz7mKsBJT3PO7c+HB4GvAi/pbo1EVuRA3ue91ff9YJfrI3JczrkDzrnEOZcCn0HHXelBZlYguwj+onPuH/JiHXOlpy20357IMVcBTnqWmQ3kH/LEzAaAa4CHll5LpKd8DXh7Pv524P/pYl1ElqV1AZz7VXTclR5jZgb8V+CHzrlPdMzSMVd61mL77Ykcc/UtlNKzzOxcslY3gAD4knPuQ12sksiizOzLwBXAZuAA8B+B/w58BTgb2Av8mnNOXxghPWOR/fYKsq48DhgDfqv1uSKRXmBmvwB8B9gNpHnxzWSfJ9IxV3rSEvvtm1jhMVcBTkREREREpE+oC6WIiIiIiEifUIATERERERHpEwpwIiIiIiIifUIBTkREREREpE8owImIiIiIiPQJBTgREZFFmNkVZvY/u10PERGRFgU4ERERERGRPqEAJyIifc/Mft3MvmtmD5rZX5qZb2bTZvZxM/uemd1pZlvyZV9oZv9sZrvM7KtmNpKXP9fMvmVmP8jXeU6++UEz+3sze9TMvmhm1rUXKiIipzwFOBER6Wtm9gLgDcDLnXMvBBLgLcAA8D3n3KXAt4H/mK9yO/B+59wlwO6O8i8Cf+ac+xngZcBTefmLgN8BLgDOBV6+5i9KRERkEUG3KyAiIvIsXQ28GLgvbxwrAweBFPjbfJkvAP9gZhuBYefct/Pyvwb+zsyGgG3Oua8COOfqAPn2vuuc25dPPwjsBO5d+5clIiJyLAU4ERHpdwb8tXPu9+cUmv3hvOXccbaxmEbHeILOnSIi0kXqQikiIv3uTuB1ZnYagJmNmtkOsnPc6/Jl3gzc65w7Chwxs8vz8rcC33bOTQL7zOxX8m2EZlY5qa9CRERkGXQXUURE+ppz7hEz+wPgm2bmARFwHTADXGhmDwBHyT4nB/B24C/ygPYY8G/z8rcCf2lmH8y38Wsn8WWIiIgsizm3VI8SERGR/mRm0865wW7XQ0REZDWpC6WIiIiIiEifUAuciIiIiIhIn1ALnIiIiIiISJ9QgBMREREREekTCnAiIiIiIiJ9QgFORERERESkTyjAiYiIiIiI9AkFOBERERERkT7xfwGgYYlhZDg+NgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot all the values with respect to the epochs\n",
    "df.plot(x='epoch',figsize=(15,8));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train_auroc    0.939544\n",
      "Test_auroc     0.837214\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(df[['Train_auroc','Test_auroc']].max())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sample Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "ino = 2\n",
    "# Read  a sample image and mask from the data-set\n",
    "img = cv2.imread(f'./CrackForest/Images/{ino:03d}.jpg').transpose(2,0,1).reshape(1,3,320,480)\n",
    "mask = cv2.imread(f'./CrackForest/Masks/{ino:03d}_label.PNG')\n",
    "with torch.no_grad():\n",
    "    a = model(torch.from_numpy(img).type(torch.cuda.FloatTensor)/255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3.80000e+02, 7.35500e+03, 1.30991e+05, 4.88300e+03, 3.86800e+03,\n",
       "        2.93600e+03, 1.91600e+03, 9.85000e+02, 2.64000e+02, 2.20000e+01]),\n",
       " array([-0.27165458, -0.16267677, -0.05369897,  0.05527883,  0.16425663,\n",
       "         0.27323443,  0.38221225,  0.49119005,  0.6001679 ,  0.70914567,\n",
       "         0.81812346], dtype=float32),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GPFNVvz60aRdw+A6lLcB9Q/Ur211OFwBvtOmoPcCFSU5rF6wvBPa0bd9LckF7rSuHjiVJmoCVY+z7S8BfB55K8s1W+8fA9cA9SbYCLwCXt227gUuAKeBN4FMAVXUwyeeBx1q7z1XVwbZ8FXA78Hbg/vaQJE3IokOiqv4Lo68bAGwY0b6AqzvH2gHsGFHfB5y32D5KksbjJ64lSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkrrG+X8SWkJrt391ubsgSUfwTEKS1GVISJK6DAlJUpfXJLQslvMazHeu//iyvbZ0ovFMQpLU5ZmEfuIs11mMZzA6ERkS0oQ4xaYTkdNNkqSu4/5MIslG4DeAFcCXqur6Ze6SdMJxik2LdVyHRJIVwM3AXwamgceS7Kqqp5e3Z5Lmwym2E99xHRLA+cBUVT0HkOQuYBNwTELCr8aQfnx49rQ0jveQWA28OLQ+DXx4dqMk24BtbfV/J3l2An2bjzOA7y53J44hx3dic3zHQG6YyMsci7H96VHF4z0kMqJWRxSqbgVuPfbdWZgk+6pq/XL341hxfCc2x3fimuTYjve7m6aBs4fW1wAvLVNfJOknzvEeEo8B65Kck+QkYDOwa5n7JEk/MY7r6aaqOpTk08AeBrfA7qiq/cvcrYU47qbAlpjjO7E5vhPXxMaWqiOm+CVJAo7/6SZJ0jIyJCRJXYbEEkpyepK9SQ6059NGtPmFJA8n2Z/kySR/dTn6uhBJNiZ5NslUku0jtp+c5O62/dEkayffy8Wbx/j+QZKn2/v1QJKR95Mfr+Ya31C7y5JUkhPmttH5jC3JX2nv3/4k/27SfRzHPH42/1SSh5I80X4+L1nyTlSVjyV6AP8M2N6WtwM3jGjzPmBdW/454GXg1OXu+1HGtAL4Q+A9wEnAfwXOndXm7wD/ui1vBu5e7n4v8fj+EvCOtnzVj9v4WrufAb4OPAKsX+5+L+F7tw54AjitrZ+53P1e4vHdClzVls8FvrPU/fBMYmltAna25Z3ApbMbVNW3q+pAW34JeBVYNbEeLtwffzVKVb0FHP5qlGHD474X2JBk1Achj0dzjq+qHqqqN9vqIww+r3OimM/7B/B5Bn/kfH+SnRvTfMb2t4Cbq+o1gKp6dcJ9HMd8xlfAKW35nRyDz5EZEkvr3VX1MkB7PvNojZOcz+AvhD+cQN8Wa9RXo6zutamqQ8AbwLsm0rvxzWd8w7YC9x/THi2tOceX5APA2VX1O5Ps2BKYz3v3PuB9SX4vySPtW6VPFPMZ3z8FPplkGtgN/OpSd+K4/pzE8SjJ7wI/O2LTZxd4nLOAO4EtVfVHS9G3Y2Q+X40yr69POU7Nu+9JPgmsB375mPZoaR11fEl+CrgR+BuT6tASms97t5LBlNNHGJwB/uck51XV68e4b0thPuO7Ari9qv5lkl8E7mzjW7LfKYbEAlXVx3rbkryS5KyqermFwMhT2ySnAF8F/klVPXKMurpU5vPVKIfbTCdZyeC09+Bkuje2eX31S5KPMfhD4Jer6gcT6ttSmGt8PwOcB3ytzRD+LLArySeqat/Eerk48/3ZfKSqfgg83778cx2Db3M43s1nfFuBjQBV9XCStzH48r8lm1Zzumlp7QK2tOUtwH2zG7SvF/lt4I6q+s0J9m2x5vPVKMPjvgx4sNqVtBPAnONr0zH/BvjECTanDXOMr6reqKozqmptVa1lcM3lRAgImN/P5n9gcOMBSc5gMP303ER7uXjzGd8LwAaAJD8PvA2YWdJeLPcV/B+nB4N5+AeAA+359FZfz+C/6gF8Evgh8M2hxy8sd9/nGNclwLcZXDv5bKt9jsEvE9oP5m8CU8A3gPcsd5+XeHy/C7wy9H7tWu4+L+X4ZrX9GifI3U3zfO8C/DqD/0HzFLB5ufu8xOM7F/g9Bnc+fRO4cKn74NdySJK6nG6SJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEld/xekP9b480mYsgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot histogram of the prediction to find a suitable threshold. From the histogram a 0.1 looks like a good choice.\n",
    "plt.hist(a['out'].data.cpu().numpy().flatten())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the input image, ground truth and the predicted output\n",
    "plt.figure(figsize=(10,10));\n",
    "plt.subplot(131);\n",
    "plt.imshow(img[0,...].transpose(1,2,0));\n",
    "plt.title('Image')\n",
    "plt.axis('off');\n",
    "plt.subplot(132);\n",
    "plt.imshow(mask);\n",
    "plt.title('Ground Truth')\n",
    "plt.axis('off');\n",
    "plt.subplot(133);\n",
    "plt.imshow(a['out'].cpu().detach().numpy()[0][0]>0.1);\n",
    "plt.title('Segmentation Output')\n",
    "plt.axis('off');\n",
    "# plt.savefig('./SegmentationOutput.png',bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Torch-GPU",
   "language": "python",
   "name": "outlier"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
